From 234549f24c2fd5815b1e7b914b10cb0742c6ea97 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Mon, 23 Sep 2024 18:01:13 +0000 Subject: [PATCH 01/14] creating new episode for data validation and move related contents from the clean and validata episode. --- config.yaml | 14 +- episodes/clean-data.Rmd | 308 +- episodes/data/cleaned_data.csv | 15001 +++++++++++++++++++++++++++++++ episodes/validate.Rmd | 356 + 4 files changed, 15373 insertions(+), 306 deletions(-) create mode 100644 episodes/data/cleaned_data.csv create mode 100644 episodes/validate.Rmd diff --git a/config.yaml b/config.yaml index 21b1cdca..898feda4 100644 --- a/config.yaml +++ b/config.yaml @@ -14,10 +14,10 @@ carpentry: 'incubator' title: 'Read and clean case data, and make linelist for outbreak analytics with R' # Date the lesson was created (YYYY-MM-DD, this is empty by default) -created: +created: # Comma-separated list of keywords for the lesson -keywords: +keywords: # Life cycle stage of the lesson # possible values: pre-alpha, alpha, beta, stable @@ -58,20 +58,20 @@ contact: 'andree.valle-campos@lshtm.ac.uk' # - another-learner.md # Order of episodes in your lesson -episodes: +episodes: - read-cases.Rmd - clean-data.Rmd - describe-cases.Rmd -#- simple-analysis.Rmd +- validate.Rmd # Information for Learners -learners: +learners: # Information for Instructors -instructors: +instructors: # Learner Profiles -profiles: +profiles: # Customisation --------------------------------------------- # diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 36fcce69..ef16ef0b 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -1,5 +1,5 @@ --- -title: 'Clean and validate' +title: 'Data clean' teaching: 20 exercises: 10 --- @@ -7,14 +7,11 @@ exercises: 10 :::::::::::::::::::::::::::::::::::::: questions - How to clean and standardize case data? -- How to convert raw dataset into a `linelist` object? - :::::::::::::::::::::::::::::::::::::::::::::::: ::::::::::::::::::::::::::::::::::::: objectives - Explain how to clean, curate, and standardize case data using `{cleanepi}` package -- Demonstrate how to covert case data to `linelist` data - Perform essential data-cleaning operations to be performed in a raw case dataset. :::::::::::::::::::::::::::::::::::::::::::::::: @@ -29,9 +26,15 @@ This episode requires you to: ::::::::::::::::::::: ## Introduction -In the process of analyzing outbreak data, it's essential to ensure that the dataset is clean, curated, standardized, and valid to facilitate accurate and reproducible analysis. This episode focuses on cleaning epidemics and outbreaks data using the [cleanepi](https://epiverse-trace.github.io/cleanepi/) package, and validate it using the [linelist](https://epiverse-trace.github.io/linelist/) package. For demonstration purposes, we'll work with a simulated dataset of Ebola cases. +In the process of analyzing outbreak data, it's essential to ensure that the dataset is clean, curated, standardized, +and valid to facilitate accurate and reproducible analysis. + This episode focuses on cleaning epidemics and outbreaks data using the + [cleanepi](https://epiverse-trace.github.io/cleanepi/) package, + For demonstration purposes, we'll work with a simulated dataset of Ebola cases. -Let's start by loading the package `{rio}` to read data and the package `{cleanepi}` to clean it. We'll use the pipe `%>%` to connect some of their functions, including others from the package `{dplyr}`, so let's also call to the tidyverse package: +Let's start by loading the package `{rio}` to read data and the package `{cleanepi}` +to clean it. We'll use the pipe `%>%` to connect some of their functions, including others from +the package `{dplyr}`, so let's also call to the tidyverse package: ```{r,eval=TRUE,message=FALSE,warning=FALSE} # Load packages @@ -431,302 +434,9 @@ You can view the report using the function `cleanepi::print_report(cleaned_data) -## Validating and tagging case data - -In outbreak analysis, once you have completed the initial steps of reading and cleaning the case data, -it's essential to establish an additional foundation layer to ensure the integrity and reliability of subsequent -analyses. Specifically, this involves verifying the presence and correct data type of certain input columns within -your dataset, a process commonly referred to as "tagging." Additionally, it's crucial to implement measures to -validate that these tagged columns are not inadvertently deleted during further data processing steps. - -This is achieved by converting the cleaned case data into a `linelist` object using `{linelist}` package, see the -below code chunk. - -```{r,warning=FALSE} -library(linelist) - -linelist_data <- linelist::make_linelist( - x = cleaned_data, - id = "case_id", - date_onset = "date_onset", - gender = "gender" -) - -linelist_data -``` - -The `{linelist}` package supplies tags for common epidemiological variables -and a set of appropriate data types for each. You can view the list of available tags by the variable name -and their acceptable data types for each using `linelist::tags_types()`. - - -::::::::::::::::::::::::::::::::::::: challenge - -Let's **tag** more variables. In new datasets, it will be frequent to have variable names different to the available tag names. However, we can associate them based on how variables were defined for data collection. - -Now: - -- **Explore** the available tag names in {linelist}. -- **Find** what other variables in the cleaned dataset can be associated with any of these available tags. -- **Tag** those variables as above using `linelist::make_linelist()`. - -:::::::::::::::::::: hint - -Your can get access to the list of available tag names in {linelist} using: - -```{r, eval=FALSE} -# Get a list of available tags by name and data types -linelist::tags_types() - -# Get a list of names only -linelist::tags_names() -``` - -::::::::::::::::::::::: - -::::::::::::::::: solution - -```{r,eval=FALSE} -linelist::make_linelist( - x = cleaned_data, - id = "case_id", - date_onset = "date_onset", - gender = "gender", - age = "age", # same name in default list and dataset - date_reporting = "date_sample" # different names but related -) -``` - -How these additional tags are visible in the output? - - - -:::::::::::::::::::::::::: -:::::::::::::::::::::::::::::::::::::::::::::: - -To ensure that all tagged variables are standardized and have the correct data -types, use the `linelist::validate_linelist()`, as -shown in the example below: - -```r -linelist::validate_linelist(linelist_data) -``` - - - - - - - -::::::::::::::::::::::::: challenge - -Let's **validate** tagged variables. Let's simulate that in an ongoing outbreak; the next day, your data has a new set of entries (i.e., rows or observations) but one variable change of data type. - -For example, let's make the variable `age` change of type from a double (``) variable to character (``), - -To simulate it: - -- **Change** the variable data type, -- **Tag** the variable into a linelist, and then -- **Validate** it. - -Describe how `linelist::validate_linelist()` reacts when input data has a different variable data type. - -:::::::::::::::::::::::::: hint - -We can use `dplyr::mutate()` to change the variable type before tagging for validation. For example: - -```{r,eval=FALSE} -cleaned_data %>% - # simulate a change of data type in one variable - dplyr::mutate(age = as.character(age)) %>% - # tag one variable - linelist::... %>% - # validate the linelist - linelist::... -``` - -:::::::::::::::::::::::::: - -:::::::::::::::::::::::::: hint - -> Please run the code line by line, focusing only on the parts before the pipe (`%>%`). After each step, observe the output before moving to the next line. - -If the `age` variable changes from double (``) to character (``) we get the following: - -```{r} -cleaned_data %>% - # simulate a change of data type in one variable - dplyr::mutate(age = as.character(age)) %>% - # tag one variable - linelist::make_linelist( - age = "age" - ) %>% - # validate the linelist - linelist::validate_linelist() -``` - -Why are we getting an `Error` message? - - - -Explore other situations to understand this behavior. Let's try these additional changes to variables: - -- `date_onset` changes from a `` variable to character (``), -- `gender` changes from a character (``) variable to integer (``). - -Then tag them into a linelist for validation. Does the `Error` message propose to us the solution? - -:::::::::::::::::::::::::: - -::::::::::::::::::::::::: solution - -```{r,eval=FALSE} -# Change 2 -# Run this code line by line to identify changes -cleaned_data %>% - # simulate a change of data type - dplyr::mutate(date_onset = as.character(date_onset)) %>% - # tag - linelist::make_linelist( - date_onset = "date_onset" - ) %>% - # validate - linelist::validate_linelist() -``` - - -```{r,eval=FALSE} -# Change 3 -# Run this code line by line to identify changes -cleaned_data %>% - # simulate a change of data type - dplyr::mutate(gender = as.factor(gender)) %>% - dplyr::mutate(gender = as.integer(gender)) %>% - # tag - linelist::make_linelist( - gender = "gender" - ) %>% - # validate - linelist::validate_linelist() -``` - -We get `Error` messages because of the mismatch between the predefined tag type (from `linelist::tags_types()`) and the tagged variable class in the linelist. - -The `Error` message inform us that in order to **validate** our linelist, we must fix the input variable type to fit the expected tag type. In a data analysis script, we can do this by adding one cleaning step into the pipeline. - -::::::::::::::::::::::::: - -::::::::::::::::::::::::: - -::::::::::::::::::::::::: discussion - -Have you ever experienced an unexpected change of variable type when running a lengthy analysis during an emergency response? What actions did you take to overcome this inconvenience? - -Imagine you automated your analysis to read your date directly from source, but the people in charge of the data collection decided to remove a variable you found useful. What step along the `{linelist}` workflow of tagging and validating would response to the absence of a variable? - -::::::::::::::::::::::::: - -:::::::::::::::::::::::::: instructor - -If learners do not have an experience to share, we as instructors can share one. - -An scenario like this usually happens when the institution doing the analysis is not the same as the institution collecting the data. The later can make decisions about the data structure that can affect downstream processes, impacting the time or the accuracy of the analysis results. - -About losing variables, you can suggest learners to simulate this scenario: - -```{r} -cleaned_data %>% - # simulate a change of data type in one variable - select(-age) %>% - # tag one variable - linelist::make_linelist( - age = "age" - ) -``` - -:::::::::::::::::::::::::: - -Safeguarding is implicitly built into the linelist objects. If you try to drop any of the tagged -columns, you will receive an error or warning message, as shown in the example below. - -```{r, warning=TRUE} -new_df <- linelist_data %>% - dplyr::select(case_id, gender) -``` - -This `Warning` message above is the default output option when we lose tags in a `linelist` object. However, it can be changed to an `Error` message using `linelist::lost_tags_action()`. - -::::::::::::::::::::::::::::::::::::: challenge - -Let's test the implications of changing the **safeguarding** configuration from a `Warning` to an `Error` message. - -- First, run this code to count the frequency per category within a categorical variable: - -```{r,eval=FALSE} -linelist_data %>% - dplyr::select(case_id, gender) %>% - dplyr::count(gender) -``` - -- Set behavior for lost tags in a `linelist` to "error" as follows: - -```{r, eval=FALSE} -# set behavior to "error" -linelist::lost_tags_action(action = "error") -``` -- Now, re-run the above code segment with `dplyr::count()`. - -Identify: - -- What is the difference in the output between a `Warning` and an `Error`? -- What could be the implications of this change for your daily data analysis pipeline during an outbreak response? - -:::::::::::::::::::::::: solution - -Deciding between `Warning` or `Error` message will depend on the level of attention or flexibility you need when losing tags. One will alert you about a change but will continue running the code downstream. The other will stop your analysis pipeline and the rest will not be executed. - -A data reading, cleaning and validation script may require a more stable or fixed pipeline. An exploratory data analysis may require a more flexible approach. These two processes can be isolated in different scripts or repositories to adjust the safeguarding according to your needs. - -Before you continue, set the configuration back again to the default option of `Warning`: - -```{r} -# set behavior to the default option: "warning" -linelist::lost_tags_action() -``` - -:::::::::::::::::::::::: - -:::::::::::::::::::::::::::::::::::::::::::::::: - -A `linelist` object resembles a data frame but offers richer features -and functionalities. Packages that are linelist-aware can leverage these -features. For example, you can extract a data frame of only the tagged columns -using the `linelist::tags_df()` function, as shown below: - -```{r, warning=FALSE} -linelist::tags_df(linelist_data) -``` - -This allows, the extraction of use tagged-only columns in downstream analysis, which will be useful for the next episode! - -:::::::::::::::::::::::::::::::::::: callout - -### When should I use `{linelist}`? - -Data analysis during an outbreak response or mass-gathering surveillance demands a different set of "data safeguards" if compared to usual research situations. For example, your data will change or be updated over time (e.g. new entries, new variables, renamed variables). - -`{linelist}` is more appropriate for this type of ongoing or long-lasting analysis. -Check the "Get started" vignette section about -[When you should consider using {linelist}?](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. - -::::::::::::::::::::::::::::::::::::::::::: - ::::::::::::::::::::::::::::::::::::: keypoints - Use `{cleanepi}` package to clean and standardize epidemic and outbreak data -- Use `{linelist}` to tag, validate, and prepare case data for downstream analysis. - :::::::::::::::::::::::::::::::::::::::::::::::: diff --git a/episodes/data/cleaned_data.csv b/episodes/data/cleaned_data.csv new file mode 100644 index 00000000..539c8019 --- /dev/null +++ b/episodes/data/cleaned_data.csv @@ -0,0 +1,15001 @@ 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+1211,13545,48,male,NA,2015-05-06,2015-04-20,9,5 +1212,12161,31,male,confirmed,NA,2014-09-28,9,11 +1213,12698,28,male,NA,NA,2015-08-22,9,1 +1214,12791,100,male,suspected,2014-08-31,2014-01-05,10,8 +1215,12687,67,male,suspected,NA,2016-11-01,7,10 +1216,12896,83,male,confirmed,2014-08-03,2014-12-05,9,9 +1217,13827,88,female,NA,2015-07-01,2015-05-26,9,3 +1218,13511,67,male,confirmed,2015-01-16,2014-06-25,10,2 +1219,13351,9,female,suspected,2014-12-04,2015-11-27,8,9 +1220,13889,43,NA,suspected,2015-07-02,2015-03-21,9,6 +1221,11972,98,female,NA,NA,2014-09-04,10,0 +1222,14211,62,female,confirmed,2014-08-09,2015-11-29,8,9 +1223,13779,18,male,suspected,NA,2014-10-30,9,10 +1224,13863,95,male,NA,NA,2015-07-23,9,2 +1225,13495,89,female,confirmed,NA,2014-06-14,10,3 +1226,13937,85,female,NA,NA,2016-04-10,8,5 +1227,14354,41,male,confirmed,2015-01-16,2015-08-09,9,1 +1228,13054,42,male,confirmed,NA,2014-11-23,9,10 +1229,12181,39,female,suspected,NA,2014-04-04,10,5 +1230,12636,6,male,confirmed,2014-11-08,2014-05-29,10,3 +1231,13255,5,NA,NA,2015-06-18,2016-10-16,7,11 +1232,14484,85,male,suspected,2014-09-24,2014-11-19,9,10 +1233,14865,79,female,suspected,2015-07-31,2014-08-11,10,1 +1234,12069,20,female,suspected,2014-12-10,2015-09-15,9,0 +1235,14324,93,female,confirmed,2014-05-03,2016-11-20,7,10 +1236,13890,61,male,NA,2014-04-26,2015-04-29,9,4 +1237,13547,56,female,suspected,2014-01-11,2014-08-10,10,1 +1238,12604,36,female,NA,NA,2015-01-27,9,7 +1239,13729,11,female,suspected,2014-12-25,2015-03-28,9,5 +1240,14559,38,male,confirmed,2014-11-08,2014-06-28,10,2 +1241,14267,96,male,NA,NA,2015-10-29,8,10 +1242,13521,85,female,NA,2014-07-08,2016-01-16,8,8 +1243,13632,23,female,NA,2014-03-19,2016-10-15,7,11 +1244,13129,76,female,NA,2014-03-11,2015-05-19,9,4 +1245,13718,14,male,NA,NA,2016-05-06,8,4 +1246,14026,100,female,NA,NA,2015-05-01,9,4 +1247,12491,18,female,confirmed,NA,2016-08-10,8,1 +1248,11915,15,male,confirmed,NA,2016-06-13,8,3 +1249,12885,90,male,NA,NA,2015-05-23,9,4 +1250,13530,68,female,suspected,NA,2016-04-19,8,5 +1251,14009,67,male,suspected,2014-03-24,2015-06-17,9,3 +1252,12059,40,male,suspected,2015-11-20,2016-05-26,8,3 +1253,13422,64,male,suspected,NA,2014-03-17,10,6 +1254,13039,NA,male,NA,NA,2016-07-11,8,2 +1255,14488,62,female,suspected,2014-10-27,2015-02-04,9,7 +1256,13694,51,male,confirmed,NA,2016-01-11,8,8 +1257,12130,42,female,confirmed,NA,2015-01-28,9,7 +1258,13149,57,female,NA,NA,2014-06-13,10,3 +1259,14813,58,male,NA,NA,2014-11-23,9,10 +1260,14800,92,female,confirmed,NA,2015-06-12,9,3 +1261,13762,25,female,confirmed,2014-09-25,2016-03-03,8,6 +1262,13917,3,male,confirmed,2014-09-20,2015-08-22,9,1 +1263,13165,76,male,NA,2014-08-30,2015-08-29,9,0 +1264,13300,67,male,NA,2014-03-29,2014-08-31,10,0 +1265,14596,70,female,suspected,NA,2014-12-10,9,9 +1266,14036,68,male,suspected,NA,2016-04-14,8,5 +1267,13919,83,male,suspected,2014-02-27,2016-09-23,8,0 +1268,14398,27,male,suspected,2015-10-22,2014-12-12,9,9 +1269,14063,0,female,confirmed,NA,2016-03-01,8,6 +1270,12596,74,female,suspected,2015-06-26,2016-10-29,7,10 +1271,12556,18,female,confirmed,NA,2015-10-30,8,10 +1272,13914,16,male,NA,2015-12-11,2016-06-14,8,3 +1273,14825,92,NA,NA,NA,2015-08-01,9,1 +1274,13908,70,female,suspected,NA,2014-08-18,10,1 +1275,14520,6,male,NA,NA,2015-05-23,9,4 +1276,14157,57,male,suspected,NA,2014-08-26,10,0 +1277,13380,62,female,NA,NA,2015-10-28,8,10 +1278,14448,50,female,suspected,2014-10-05,2014-04-20,10,5 +1279,14658,33,male,suspected,2015-10-15,2014-02-18,10,7 +1280,14536,89,female,NA,2015-01-09,2015-01-23,9,8 +1281,13550,47,female,NA,2015-03-03,2014-06-03,10,3 +1282,13416,63,female,confirmed,2015-06-26,2015-07-27,9,1 +1283,11913,65,male,NA,2014-07-16,2015-10-12,8,11 +1284,14773,79,male,NA,NA,2015-04-11,9,5 +1285,13140,74,NA,confirmed,2014-12-23,2016-11-23,7,9 +1286,12672,99,female,confirmed,NA,2014-09-02,10,0 +1287,14205,79,NA,NA,2014-05-15,2014-11-28,9,9 +1288,12540,58,male,NA,NA,2016-04-05,8,5 +1289,13940,39,male,suspected,NA,2016-07-11,8,2 +1290,11927,10,male,NA,NA,2016-01-20,8,8 +1291,14845,7,male,NA,2014-03-16,2016-04-07,8,5 +1292,11935,0,male,NA,2015-09-22,2016-09-02,8,0 +1293,13948,53,female,NA,2014-10-16,2014-10-06,9,11 +1294,14548,30,male,confirmed,2014-10-24,2014-12-15,9,9 +1295,13179,35,female,NA,2014-10-04,2014-06-23,10,3 +1296,13931,98,male,NA,2015-02-01,2016-05-31,8,3 +1297,12605,39,female,NA,NA,2014-09-08,10,0 +1298,12251,48,male,NA,NA,2014-11-24,9,9 +1299,14893,78,male,suspected,2015-06-25,2014-09-07,10,0 +1300,12069,90,male,suspected,NA,2014-11-14,9,10 +1301,13581,91,NA,confirmed,2014-04-09,2016-01-17,8,8 +1302,11966,27,NA,confirmed,NA,2014-11-18,9,10 +1303,13802,29,female,suspected,2015-09-13,2015-11-19,8,10 +1304,12365,33,female,NA,NA,2014-12-12,9,9 +1305,13434,77,male,NA,2014-09-30,2015-10-07,8,11 +1306,13418,27,female,NA,2015-02-04,2014-12-18,9,9 +1307,14844,80,female,NA,2014-09-25,2014-06-18,10,3 +1308,12141,23,female,NA,NA,2014-11-18,9,10 +1309,13401,56,NA,confirmed,2015-02-04,2014-08-24,10,1 +1310,13038,48,female,suspected,NA,2014-07-23,10,2 +1311,12739,67,female,NA,2014-09-16,2014-07-03,10,2 +1312,13897,6,female,NA,NA,2015-06-16,9,3 +1313,12975,87,female,NA,2015-05-21,2014-10-09,9,11 +1314,14103,93,male,NA,2015-06-01,2015-11-26,8,9 +1315,13586,53,female,suspected,2014-04-14,2015-04-14,9,5 +1316,12469,74,female,NA,2014-09-04,2014-09-15,10,0 +1317,12840,3,male,NA,2015-03-26,2015-01-05,9,8 +1318,13569,38,female,NA,NA,2014-12-29,9,8 +1319,13105,89,female,confirmed,2014-12-13,2014-10-26,9,10 +1320,12843,55,female,NA,2015-02-14,2015-02-18,9,7 +1321,13424,33,female,NA,NA,2014-11-19,9,10 +1322,14558,60,female,suspected,NA,2014-09-08,10,0 +1323,14832,78,female,NA,NA,2015-07-10,9,2 +1324,14912,90,NA,NA,2015-08-09,2015-01-28,9,7 +1325,13303,65,female,NA,2015-08-01,2014-01-12,10,8 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+3021,14523,84,NA,confirmed,2015-09-27,2014-10-21,9,11 +3022,13236,100,female,suspected,NA,2015-09-17,9,0 +3023,13352,60,female,suspected,NA,2014-02-11,10,7 +3024,14716,1,NA,suspected,NA,2014-09-02,10,0 +3025,12078,64,male,NA,NA,2015-02-25,9,6 +3026,12470,80,female,NA,NA,2015-08-18,9,1 +3027,12232,16,male,confirmed,NA,2014-10-10,9,11 +3028,13801,99,male,NA,2014-06-20,2016-10-11,7,11 +3029,14581,14,female,suspected,NA,2015-06-28,9,2 +3030,12570,17,male,NA,NA,2015-11-08,8,10 +3031,14810,28,female,NA,2015-07-17,2016-06-01,8,3 +3032,13100,45,female,confirmed,2014-09-13,2015-02-09,9,7 +3033,12043,89,male,confirmed,NA,2015-05-25,9,4 +3034,14630,23,male,NA,2015-11-01,2016-10-23,7,11 +3035,12881,62,female,suspected,2015-05-21,2014-06-29,10,2 +3036,14497,69,male,suspected,2015-08-18,2014-08-14,10,1 +3037,12068,84,NA,NA,NA,2016-11-25,7,9 +3038,12739,7,female,confirmed,2015-09-17,2016-02-24,8,6 +3039,14275,12,female,NA,2014-04-08,2016-06-26,8,2 +3040,12527,40,male,NA,NA,2016-08-15,8,1 +3041,12091,62,male,NA,2015-09-22,2015-04-21,9,5 +3042,13787,51,male,confirmed,2014-10-21,2015-06-28,9,2 +3043,13181,65,NA,confirmed,2015-02-19,2015-04-19,9,5 +3044,13899,48,male,NA,NA,2015-01-24,9,7 +3045,13714,33,female,NA,NA,2015-06-20,9,3 +3046,12350,62,male,NA,2015-08-21,2015-07-05,9,2 +3047,13812,90,male,confirmed,2014-07-15,2015-06-16,9,3 +3048,12189,26,NA,suspected,2015-06-10,2016-01-04,8,8 +3049,12680,NA,NA,NA,2015-06-24,2016-01-04,8,8 +3050,14264,89,female,NA,NA,2015-11-05,8,10 +3051,14725,29,female,suspected,2014-03-30,2014-07-15,10,2 +3052,12501,20,male,suspected,NA,2015-07-19,9,2 +3053,14584,NA,male,NA,2015-09-24,2014-09-25,9,11 +3054,13201,23,female,confirmed,NA,2016-02-21,8,7 +3055,13426,99,female,suspected,NA,2016-07-07,8,2 +3056,13739,25,male,NA,NA,2014-02-12,10,7 +3057,13612,80,male,NA,NA,2014-11-13,9,10 +3058,12546,44,male,suspected,2015-11-20,2014-11-27,9,9 +3059,12906,0,NA,NA,2015-11-15,2016-12-12,7,9 +3060,14762,46,female,confirmed,NA,2014-09-25,9,11 +3061,13127,85,male,confirmed,2015-04-02,2016-07-26,8,1 +3062,14074,52,male,NA,NA,2014-05-27,10,3 +3063,12221,39,male,NA,2014-04-20,2015-07-22,9,2 +3064,12290,53,female,NA,2014-05-12,2015-03-19,9,6 +3065,14888,61,female,NA,NA,2015-10-24,8,11 +3066,12060,2,male,NA,2015-05-31,2014-06-19,10,3 +3067,13433,24,female,confirmed,NA,2015-05-21,9,4 +3068,14037,15,female,NA,NA,2015-08-02,9,1 +3069,14194,NA,female,NA,2015-08-26,2015-03-18,9,6 +3070,13543,39,female,suspected,2014-07-27,2014-09-06,10,0 +3071,12504,65,male,NA,2015-05-29,2014-11-19,9,10 +3072,14364,77,NA,confirmed,NA,2014-08-24,10,1 +3073,13758,75,female,suspected,2015-12-01,2015-05-02,9,4 +3074,13129,99,male,suspected,NA,2015-10-24,8,11 +3075,13913,93,female,confirmed,NA,2015-05-30,9,3 +3076,14493,25,NA,confirmed,2014-07-27,2014-04-11,10,5 +3077,14251,41,female,confirmed,2015-08-18,2014-07-07,10,2 +3078,12294,49,female,confirmed,2015-10-25,2015-04-01,9,5 +3079,13566,84,male,NA,2015-09-14,2016-11-01,7,10 +3080,14911,30,female,suspected,2015-07-30,2014-04-21,10,5 +3081,14716,55,male,NA,NA,2016-08-24,8,0 +3082,14963,42,NA,NA,2015-09-17,2015-11-24,8,9 +3083,14267,61,male,suspected,2015-09-30,2015-10-17,8,11 +3084,12847,60,female,suspected,NA,2015-03-22,9,6 +3085,14818,1,male,NA,2014-12-22,2015-04-13,9,5 +3086,13693,46,male,NA,2015-10-27,2016-01-09,8,8 +3087,14182,69,female,NA,2015-10-02,2015-09-04,9,0 +3088,13610,15,female,confirmed,NA,2014-11-08,9,10 +3089,14207,66,male,NA,2015-07-16,2015-07-28,9,1 +3090,14075,58,female,NA,2015-01-26,2016-10-26,7,10 +3091,12461,41,male,suspected,NA,2014-07-21,10,2 +3092,13963,55,male,suspected,2015-01-11,2015-10-04,8,11 +3093,12319,96,female,suspected,2015-05-20,2015-04-12,9,5 +3094,13584,50,male,suspected,NA,2015-04-15,9,5 +3095,12996,68,NA,NA,2014-03-11,2014-12-19,9,9 +3096,14827,8,female,NA,2015-02-09,2014-02-25,10,6 +3097,13183,47,male,suspected,2014-05-06,2016-10-07,7,11 +3098,1,20,female,confirmed,2014-05-18,2014-05-23,10,4 +3099,2,42,female,confirmed,2014-05-20,2014-05-25,10,3 +3100,3,45,female,confirmed,2014-05-20,2014-05-25,10,3 +3101,4,15,female,confirmed,2014-05-21,2014-05-26,10,3 +3102,5,19,female,confirmed,2014-05-21,2014-05-26,10,3 +3103,6,55,female,confirmed,2014-05-21,2014-05-26,10,3 +3104,7,50,female,confirmed,2014-05-21,2014-05-26,10,3 +3105,8,8,female,confirmed,2014-05-22,2014-05-27,10,3 +3106,9,54,female,confirmed,2014-05-22,2014-05-27,10,3 +3107,10,57,female,confirmed,2014-05-22,2014-05-27,10,3 +3108,11,50,female,confirmed,2014-05-22,2014-05-27,10,3 +3109,12,27,female,confirmed,2014-05-22,2014-05-27,10,3 +3110,13,38,female,confirmed,2014-05-22,2014-05-27,10,3 +3111,14,29,female,suspected,2014-05-23,2014-05-28,10,3 +3112,15,43,female,suspected,2014-05-24,2014-05-29,10,3 +3113,16,NA,female,suspected,2014-05-24,2014-05-29,10,3 +3114,17,38,female,confirmed,2014-05-26,2014-05-31,10,3 +3115,18,36,female,suspected,2014-05-26,2014-05-31,10,3 +3116,19,35,female,suspected,2014-05-26,2014-05-31,10,3 +3117,20,3,female,suspected,2014-05-26,2014-05-31,10,3 +3118,21,20,female,suspected,2014-05-26,2014-05-31,10,3 +3119,22,19,male,suspected,2014-05-26,2014-05-31,10,3 +3120,23,3,female,suspected,2014-05-26,2014-05-31,10,3 +3121,24,2,male,suspected,2014-05-26,2014-05-31,10,3 +3122,25,62,male,suspected,2014-05-26,2014-05-31,10,3 +3123,26,26,female,suspected,2014-05-26,2014-05-31,10,3 +3124,27,43,male,confirmed,2014-05-27,2014-06-01,10,3 +3125,28,45,female,confirmed,2014-05-27,2014-06-01,10,3 +3126,29,68,female,confirmed,2014-05-27,2014-06-01,10,3 +3127,30,45,female,suspected,2014-05-27,2014-05-31,10,3 +3128,31,1.8,female,suspected,2014-05-27,2014-06-01,10,3 +3129,32,29,male,suspected,2014-05-27,2014-06-01,10,3 +3130,33,30,female,suspected,2014-05-27,2014-06-01,10,3 +3131,34,16,female,suspected,2014-05-27,2014-06-01,10,3 +3132,35,29,male,suspected,2014-05-28,2014-06-01,10,3 +3133,36,NA,male,suspected,2014-05-28,2014-06-02,10,3 +3134,37,25,female,confirmed,2014-05-29,2014-06-03,10,3 +3135,38,35,female,confirmed,2014-05-29,2014-06-03,10,3 +3136,39,65,female,confirmed,2014-05-29,2014-06-03,10,3 +3137,40,20,female,confirmed,2014-05-29,2014-06-03,10,3 +3138,41,22,female,confirmed,2014-05-29,2014-06-03,10,3 +3139,42,45,female,confirmed,2014-05-29,2014-06-03,10,3 +3140,43,37,male,confirmed,2014-05-29,2014-06-03,10,3 +3141,44,35,female,suspected,2014-05-29,2014-06-03,10,3 +3142,45,41,male,suspected,2014-05-29,2014-06-03,10,3 +3143,46,40,male,suspected,2014-05-29,2014-06-03,10,3 +3144,47,42,female,suspected,2014-05-29,2014-06-03,10,3 +3145,48,28,female,suspected,2014-05-29,2014-06-03,10,3 +3146,49,44,male,confirmed,2014-05-30,2014-06-04,10,3 +3147,50,11,female,confirmed,2014-05-30,2014-06-04,10,3 +3148,51,46,female,confirmed,2014-05-30,2014-06-04,10,3 +3149,52,35,female,confirmed,2014-05-30,2014-06-04,10,3 +3150,53,30,female,confirmed,2014-05-30,2014-06-04,10,3 +3151,54,37,female,confirmed,2014-05-30,2014-06-04,10,3 +3152,55,42,male,confirmed,2014-05-30,2014-06-04,10,3 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you to: + +- Download the [simulated_ebola_2.csv](https://epiverse-trace.github.io/tutorials-early/data/simulated_ebola_2.csv) +- Save it in the `data/` folder. + +::::::::::::::::::::: + +## Introduction + +In outbreak analysis, once you have completed the initial steps of reading and cleaning the case data, +it's essential to establish an additional foundation layer to ensure the integrity and reliability of subsequent +analyses. Specifically, this involves verifying the presence and correct data type of certain input columns within +your dataset, a process commonly referred to as "tagging." Additionally, it's crucial to implement measures to +validate that these tagged columns are not inadvertently deleted during further data processing steps. + + + This episode focuses tagging and validate outbreak data using the [linelist](https://epiverse-trace.github.io/linelist/) package. + +Let's start by loading the package `{rio}` to read data and the package `{cleanepi}` +to clean it. We'll use the pipe `%>%` to connect some of their functions, including others from +the package `{dplyr}`, so let's also call to the tidyverse package: + +```{r,eval=TRUE,message=FALSE,warning=FALSE} +# Load packages +library(tidyverse) # for {dplyr} functions and the pipe %>% +library(rio) # for importing data +library(here) # for easy file referencing +library(cleanepi) +``` + +::::::::::::::::::: checklist + +### The double-colon + +The double-colon `::` in R let you call a specific function from a package without loading the entire package into the current environment. + +For example, `dplyr::filter(data, condition)` uses `filter()` from the `{dplyr}` package. + +This help us remember package functions and avoid namespace conflicts. + +::::::::::::::::::: + + +## Creating a linelist + +This is achieved by converting the cleaned case data into a `linelist` object using `{linelist}` package, see the +below code chunk. + +```{r,warning=FALSE} +library(linelist) + +linelist_data <- linelist::make_linelist( + x = cleaned_data, + id = "case_id", + date_onset = "date_onset", + gender = "gender" +) + +linelist_data +``` + +The `{linelist}` package supplies tags for common epidemiological variables +and a set of appropriate data types for each. You can view the list of available tags by the variable name +and their acceptable data types for each using `linelist::tags_types()`. + + +::::::::::::::::::::::::::::::::::::: challenge + +Let's **tag** more variables. In new datasets, it will be frequent to have variable names different to the available tag names. However, we can associate them based on how variables were defined for data collection. + +Now: + +- **Explore** the available tag names in {linelist}. +- **Find** what other variables in the cleaned dataset can be associated with any of these available tags. +- **Tag** those variables as above using `linelist::make_linelist()`. + +:::::::::::::::::::: hint + +Your can get access to the list of available tag names in {linelist} using: + +```{r, eval=FALSE} +# Get a list of available tags by name and data types +linelist::tags_types() + +# Get a list of names only +linelist::tags_names() +``` + +::::::::::::::::::::::: + +::::::::::::::::: solution + +```{r,eval=FALSE} +linelist::make_linelist( + x = cleaned_data, + id = "case_id", + date_onset = "date_onset", + gender = "gender", + age = "age", # same name in default list and dataset + date_reporting = "date_sample" # different names but related +) +``` + +How these additional tags are visible in the output? + + + +:::::::::::::::::::::::::: +:::::::::::::::::::::::::::::::::::::::::::::: + +To ensure that all tagged variables are standardized and have the correct data +types, use the `linelist::validate_linelist()`, as +shown in the example below: + +```r +linelist::validate_linelist(linelist_data) +``` + + + + + + + +::::::::::::::::::::::::: challenge + +Let's **validate** tagged variables. Let's simulate that in an ongoing outbreak; the next day, your data has a new set of entries (i.e., rows or observations) but one variable change of data type. + +For example, the variable: +- `age` changes of type from a double (``) variable to character (``), + +To simulate it: + +- **Change** the variable data type, +- **Tag** the variable into a linelist, and then +- **Validate** it. + +Describe how `linelist::validate_linelist()` reacts when input data has a different variable data type. + +:::::::::::::::::::::::::: hint + +We can use `dplyr::mutate()` to change the variable type before tagging for validation. For example: + +```{r,eval=FALSE} +cleaned_data %>% + # simulate a change of data type in one variable + dplyr::mutate(age = as.character(age)) %>% + # tag one variable + linelist::... %>% + # validate the linelist + linelist::... +``` + +:::::::::::::::::::::::::: + +:::::::::::::::::::::::::: hint + +> Please run the code line by line, focusing only on the parts before the pipe (`%>%`). After each step, observe the output before moving to the next line. + +If the `age` variable changes from double (``) to character (``) we get the following: + +```{r} +cleaned_data %>% + # simulate a change of data type in one variable + dplyr::mutate(age = as.character(age)) %>% + # tag one variable + linelist::make_linelist( + age = "age" + ) %>% + # validate the linelist + linelist::validate_linelist() +``` + +Why are we getting an `Error` message? + + + +Explore other situations to understand this behavior. Let's try these additional changes to variables: + +- `date_onset` changes from a `` variable to character (``), +- `gender` changes from a character (``) variable to integer (``). + +Then tag them into a linelist for validation. Does the `Error` message propose to us the solution? + +:::::::::::::::::::::::::: + +::::::::::::::::::::::::: solution + +```{r,eval=FALSE} +# Change 2 +# Run this code line by line to identify changes +cleaned_data %>% + # simulate a change of data type + dplyr::mutate(date_onset = as.character(date_onset)) %>% + # tag + linelist::make_linelist( + date_onset = "date_onset" + ) %>% + # validate + linelist::validate_linelist() +``` + + +```{r,eval=FALSE} +# Change 3 +# Run this code line by line to identify changes +cleaned_data %>% + # simulate a change of data type + dplyr::mutate(gender = as.factor(gender)) %>% + dplyr::mutate(gender = as.integer(gender)) %>% + # tag + linelist::make_linelist( + gender = "gender" + ) %>% + # validate + linelist::validate_linelist() +``` + +We get `Error` messages because of the mismatch between the predefined tag type (from `linelist::tags_types()`) and the tagged variable class in the linelist. + +The `Error` message inform us that in order to **validate** our linelist, we must fix the input variable type to fit the expected tag type. In a data analysis script, we can do this by adding one cleaning step into the pipeline. + +::::::::::::::::::::::::: + +::::::::::::::::::::::::: + +::::::::::::::::::::::::: discussion + +Have you ever experienced an unexpected change of variable type when running a lengthy analysis during an emergency response? What actions did you take to overcome this inconvenience? + +Imagine you automated your analysis to read your date directly from source, but the people in charge of the data collection decided to remove a variable you found useful. What step along the `{linelist}` workflow of tagging and validating would response to the absence of a variable? + +::::::::::::::::::::::::: + +:::::::::::::::::::::::::: instructor + +If learners do not have an experience to share, we as instructors can share one. + +An scenario like this usually happens when the institution doing the analysis is not the same as the institution collecting the data. The later can make decisions about the data structure that can affect downstream processes, impacting the time or the accuracy of the analysis results. + +About losing variables, you can suggest learners to simulate this scenario: + +```{r} +cleaned_data %>% + # simulate a change of data type in one variable + select(-age) %>% + # tag one variable + linelist::make_linelist( + age = "age" + ) +``` + +:::::::::::::::::::::::::: + +Safeguarding is implicitly built into the linelist objects. If you try to drop any of the tagged +columns, you will receive an error or warning message, as shown in the example below. + +```{r, warning=TRUE} +new_df <- linelist_data %>% + dplyr::select(case_id, gender) +``` + +This `Warning` message above is the default output option when we lose tags in a `linelist` object. However, it can be changed to an `Error` message using `linelist::lost_tags_action()`. + +::::::::::::::::::::::::::::::::::::: challenge + +Let's test the implications of changing the **safeguarding** configuration from a `Warning` to an `Error` message. + +- First, run this code to count the frequency per category within a categorical variable: + +```{r,eval=FALSE} +linelist_data %>% + dplyr::select(case_id, gender) %>% + dplyr::count(gender) +``` + +- Set behavior for lost tags in a `linelist` to "error" as follows: + +```{r, eval=FALSE} +# set behavior to "error" +linelist::lost_tags_action(action = "error") +``` +- Now, re-run the above code segment with `dplyr::count()`. + +Identify: + +- What is the difference in the output between a `Warning` and an `Error`? +- What could be the implications of this change for your daily data analysis pipeline during an outbreak response? + +:::::::::::::::::::::::: solution + +Deciding between `Warning` or `Error` message will depend on the level of attention or flexibility you need when losing tags. One will alert you about a change but will continue running the code downstream. The other will stop your analysis pipeline and the rest will not be executed. + +A data reading, cleaning and validation script may require a more stable or fixed pipeline. An exploratory data analysis may require a more flexible approach. These two processes can be isolated in different scripts or repositories to adjust the safeguarding according to your needs. + +Before you continue, set the configuration back again to the default option of `Warning`: + +```{r} +# set behavior to the default option: "warning" +linelist::lost_tags_action() +``` + +:::::::::::::::::::::::: + +:::::::::::::::::::::::::::::::::::::::::::::::: + +A `linelist` object resembles a data frame but offers richer features +and functionalities. Packages that are linelist-aware can leverage these +features. For example, you can extract a data frame of only the tagged columns +using the `linelist::tags_df()` function, as shown below: + +```{r, warning=FALSE} +linelist::tags_df(linelist_data) +``` + +This allows, the extraction of use tagged-only columns in downstream analysis, which will be useful for the next episode! + +:::::::::::::::::::::::::::::::::::: callout + +### When I should use `{linelist}`? + +Data analysis during an outbreak response or mass-gathering surveillance demands a different set of "data safeguards" if compared to usual research situations. For example, your data will change or be updated over time (e.g. new entries, new variables, renamed variables). + +`{linelist}` is more appropriate for this type of ongoing or long-lasting analysis. +Check the "Get started" vignette section about +[When you should consider using {linelist}?](https://epiverse-trace.github.io/linelist/articles/linelist.html#should-i-use-linelist) for more information. + +::::::::::::::::::::::::::::::::::::::::::: + + +::::::::::::::::::::::::::::::::::::: keypoints + +- Use `{linelist}` package to tagg, validate, and prepare case data for downstream analysis. + +:::::::::::::::::::::::::::::::::::::::::::::::: \ No newline at end of file From ade367da0b0c9c3ae482e91b3d24078446bb91f7 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Mon, 23 Sep 2024 18:43:13 +0000 Subject: [PATCH 02/14] modifying titles --- config.yaml | 2 +- episodes/clean-data.Rmd | 2 +- episodes/validate.Rmd | 42 ++++++++++++++++----- renv/profiles/lesson-requirements/renv.lock | 10 +++++ 4 files changed, 44 insertions(+), 12 deletions(-) diff --git a/config.yaml b/config.yaml index 898feda4..c648cace 100644 --- a/config.yaml +++ b/config.yaml @@ -61,8 +61,8 @@ contact: 'andree.valle-campos@lshtm.ac.uk' episodes: - read-cases.Rmd - clean-data.Rmd -- describe-cases.Rmd - validate.Rmd +- describe-cases.Rmd # Information for Learners learners: diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index ef16ef0b..532ac06c 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -1,5 +1,5 @@ --- -title: 'Data clean' +title: 'Data cleaning' teaching: 20 exercises: 10 --- diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index 454452ec..cb4c7761 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -21,7 +21,7 @@ exercises: 2 This episode requires you to: -- Download the [simulated_ebola_2.csv](https://epiverse-trace.github.io/tutorials-early/data/simulated_ebola_2.csv) +- Download the [simulated_ebola_2.csv](https://epiverse-trace.github.io/tutorials-early/data/cleaned_data.csv) - Save it in the `data/` folder. ::::::::::::::::::::: @@ -35,18 +35,17 @@ your dataset, a process commonly referred to as "tagging." Additionally, it's cr validate that these tagged columns are not inadvertently deleted during further data processing steps. - This episode focuses tagging and validate outbreak data using the [linelist](https://epiverse-trace.github.io/linelist/) package. - -Let's start by loading the package `{rio}` to read data and the package `{cleanepi}` -to clean it. We'll use the pipe `%>%` to connect some of their functions, including others from + This episode focuses tagging and validate outbreak data using the [linelist](https://epiverse-trace.github.io/linelist/) package. +Let's start by loading the package `{rio}` to read data and the package `{linelist}` +to create a linelist. We'll use the pipe `%>%` to connect some of their functions, including others from the package `{dplyr}`, so let's also call to the tidyverse package: -```{r,eval=TRUE,message=FALSE,warning=FALSE} +```{r} # Load packages library(tidyverse) # for {dplyr} functions and the pipe %>% library(rio) # for importing data library(here) # for easy file referencing -library(cleanepi) +library(linelist) ``` ::::::::::::::::::: checklist @@ -62,12 +61,35 @@ This help us remember package functions and avoid namespace conflicts. ::::::::::::::::::: -## Creating a linelist -This is achieved by converting the cleaned case data into a `linelist` object using `{linelist}` package, see the +Import the dataset following the guidelines outlined in the [Read case data](../episodes/read-cases.Rmd) episode. + This involves loading the dataset into our environment and view its structure and content. + +```{r, eval=FALSE} +# Read data +# e.g.: if path to file is data/simulated_ebola_2.csv then: +cleaned_data <- rio::import( + here::here("data", "cleaned_data.csv") +) %>% + dplyr::as_tibble() # for a simple data frame output +``` + +```{r} +# Read data +cleaned_data <- rio::import( + file.path("data", "cleaned_data.csv") +) %>% + dplyr::as_tibble() # for a simple data frame output +# Return first five rows +cleaned_data +``` + +## Creating a linelist and tagging + +Then we convert the cleaned case data into a `linelist` object using `{linelist}` package, see the below code chunk. -```{r,warning=FALSE} +```{r} library(linelist) linelist_data <- linelist::make_linelist( diff --git a/renv/profiles/lesson-requirements/renv.lock b/renv/profiles/lesson-requirements/renv.lock index 28035e94..77cdee04 100644 --- a/renv/profiles/lesson-requirements/renv.lock +++ b/renv/profiles/lesson-requirements/renv.lock @@ -1141,6 +1141,16 @@ ], "Hash": "9171f898db9d9c4c1b2c745adc2c1ef1" }, + "here": { + "Package": "here", + "Version": "1.0.1", + "Source": "Repository", + "Repository": "RSPM", + "Requirements": [ + "rprojroot" + ], + "Hash": "24b224366f9c2e7534d2344d10d59211" + }, "highr": { "Package": "highr", "Version": "0.11", From 21fc83727803f86e67034558d516bf09710119c8 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Mon, 23 Sep 2024 18:45:51 +0000 Subject: [PATCH 03/14] linting --- episodes/validate.Rmd | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index cb4c7761..9ccf8ce8 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -371,8 +371,8 @@ Check the "Get started" vignette section about ::::::::::::::::::::::::::::::::::::::::::: -::::::::::::::::::::::::::::::::::::: keypoints +::::::::::::::::::::::::::::::::::::: keypoints # - Use `{linelist}` package to tagg, validate, and prepare case data for downstream analysis. -:::::::::::::::::::::::::::::::::::::::::::::::: \ No newline at end of file +:::::::::::::::::::::::::::::::::::::::::::::::: From e9acb67478f2b5fcfcc503b35478d85e30fa4e33 Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Mon, 23 Sep 2024 18:55:48 +0000 Subject: [PATCH 04/14] setting echo false --- episodes/validate.Rmd | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index 9ccf8ce8..b40cf2a0 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -74,7 +74,7 @@ cleaned_data <- rio::import( dplyr::as_tibble() # for a simple data frame output ``` -```{r} +```{r, echo=FALSE} # Read data cleaned_data <- rio::import( file.path("data", "cleaned_data.csv") @@ -84,7 +84,7 @@ cleaned_data <- rio::import( cleaned_data ``` -## Creating a linelist and tagging +## Creating a linelist and tagging elements Then we convert the cleaned case data into a `linelist` object using `{linelist}` package, see the below code chunk. @@ -151,6 +151,9 @@ How these additional tags are visible in the output? :::::::::::::::::::::::::: :::::::::::::::::::::::::::::::::::::::::::::: + +## Validation + To ensure that all tagged variables are standardized and have the correct data types, use the `linelist::validate_linelist()`, as shown in the example below: @@ -295,6 +298,8 @@ cleaned_data %>% :::::::::::::::::::::::::: +## Safeguarding + Safeguarding is implicitly built into the linelist objects. If you try to drop any of the tagged columns, you will receive an error or warning message, as shown in the example below. @@ -371,7 +376,7 @@ Check the "Get started" vignette section about ::::::::::::::::::::::::::::::::::::::::::: -::::::::::::::::::::::::::::::::::::: keypoints # +::::::::::::::::::::::::::::::::::::: keypoints - Use `{linelist}` package to tagg, validate, and prepare case data for downstream analysis. From 214af23f073bc5015a1091226a06b242ac52918f Mon Sep 17 00:00:00 2001 From: Degoot-AM Date: Mon, 23 Sep 2024 19:10:40 +0000 Subject: [PATCH 05/14] add more adjustments --- episodes/validate.Rmd | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index b40cf2a0..8b5a9a7e 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -21,7 +21,7 @@ exercises: 2 This episode requires you to: -- Download the [simulated_ebola_2.csv](https://epiverse-trace.github.io/tutorials-early/data/cleaned_data.csv) +- Download the [cleaned_data.csv](https://epiverse-trace.github.io/tutorials-early/data/cleaned_data.csv) - Save it in the `data/` folder. ::::::::::::::::::::: @@ -75,13 +75,14 @@ cleaned_data <- rio::import( ``` ```{r, echo=FALSE} -# Read data +# Import cleaned data without printing code cleaned_data <- rio::import( file.path("data", "cleaned_data.csv") ) %>% - dplyr::as_tibble() # for a simple data frame output -# Return first five rows -cleaned_data + dplyr::as_tibble() # Convert to tibble for better data display + +# Display the first five rows of the dataset +dplyr::slice_head(cleaned_data, n = 5) ``` ## Creating a linelist and tagging elements @@ -90,15 +91,15 @@ Then we convert the cleaned case data into a `linelist` object using `{linelist} below code chunk. ```{r} -library(linelist) - +# Create a linelist object from cleaned data linelist_data <- linelist::make_linelist( - x = cleaned_data, - id = "case_id", - date_onset = "date_onset", - gender = "gender" + x = cleaned_data, # Input data + id = "case_id", # Column for unique case identifiers + date_onset = "date_onset", # Column for date of symptom onset + gender = "gender" # Column for gender ) +# Display the resulting linelist object linelist_data ``` From cfa357563934adce44b24a247f03bc5ad6b4a5ff Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:54:25 +0100 Subject: [PATCH 06/14] calculate the updated cleaned data --- episodes/clean-data.Rmd | 26 +- episodes/data/cleaned_data.csv | 30002 +++++++++++++++---------------- 2 files changed, 15021 insertions(+), 15007 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 532ac06c..8a213592 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -397,24 +397,38 @@ Further more, you can combine multiple data cleaning tasks via the pipe operator # Perfom the cleaning operations using the pipe (%>%) operator cleaned_data <- raw_ebola_data %>% cleanepi::standardize_column_names() %>% - cleanepi::replace_missing_values(na_strings = "") %>% cleanepi::remove_constants() %>% cleanepi::remove_duplicates() %>% - cleanepi::standardize_dates( - target_columns = c("date_onset", "date_sample") - ) %>% + cleanepi::replace_missing_values(na_strings = "") %>% cleanepi::check_subject_ids( target_columns = "case_id", range = c(1, 15000) ) %>% + cleanepi::standardize_dates( + target_columns = c("date_onset", "date_sample") + ) %>% cleanepi::convert_to_numeric(target_columns = "age") %>% cleanepi::check_date_sequence( target_columns = c("date_onset", "date_sample") ) %>% - cleanepi::clean_using_dictionary(dictionary = test_dict) + cleanepi::clean_using_dictionary(dictionary = test_dict) %>% + cleanepi::timespan( + target_column = "date_sample", + end_date = Sys.Date(), + span_unit = "years", + span_column_name = "years_since_collection", + span_remainder_unit = "months" + ) ``` -## Printing the clean report +```{r,echo=FALSE,eval=TRUE} +cleaned_data %>% + write_csv(file = file.path("data", "cleaned_data.csv")) +``` + +:::::::::::::::::::::::::::::::::::: checkpoint + +### Printing the clean report The `{cleanepi}` package generates a comprehensive report detailing the findings and actions of all data cleansing operations conducted during the analysis. This report is presented as a webpage with multiple sections. Each section diff --git a/episodes/data/cleaned_data.csv b/episodes/data/cleaned_data.csv index 539c8019..b691e449 100644 --- a/episodes/data/cleaned_data.csv +++ b/episodes/data/cleaned_data.csv @@ -1,15001 +1,15001 @@ -v_1,case_id,age,gender,status,date_onset,date_sample,time_since_sampling_date,remainder_months -1,14905,90,male,confirmed,2015-03-15,2015-04-06,9,5 -2,13043,25,female,NA,NA,2014-01-03,10,8 -3,14364,54,female,NA,2014-02-09,2015-03-03,9,6 -4,14675,90,NA,NA,2014-10-19,2014-12-31,9,8 -5,12648,74,female,NA,2014-06-08,2016-10-10,7,11 -6,14274,76,female,NA,NA,2016-01-23,8,8 -7,14132,16,male,confirmed,NA,2015-10-05,8,11 -8,14715,44,female,confirmed,NA,2016-04-24,8,4 -9,13435,26,male,NA,2014-07-09,2014-09-20,10,0 -10,14816,30,female,NA,2015-06-29,2015-02-06,9,7 -11,13993,49,female,suspected,2015-01-21,2016-06-18,8,3 -12,13698,4,female,suspected,2014-11-27,2015-05-28,9,3 -13,13976,67,male,suspected,2014-10-20,2016-06-26,8,2 -14,14123,83,male,NA,NA,2015-08-26,9,0 -15,12320,66,male,NA,2014-11-12,2015-01-25,9,7 -16,13358,62,NA,suspected,NA,2015-01-17,9,8 -17,13139,90,female,NA,NA,2015-02-27,9,6 -18,13810,50,male,NA,2014-11-16,2015-09-25,8,11 -19,13670,13,male,NA,2014-05-29,2015-06-14,9,3 -20,14566,12,female,suspected,2015-11-07,2015-10-07,8,11 -21,12323,21,female,confirmed,2015-02-26,2016-11-23,7,9 -22,14926,90,male,NA,2014-06-25,2015-07-04,9,2 -23,14029,59,male,suspected,NA,2015-02-24,9,6 -24,12596,97,female,suspected,2015-07-23,2014-08-28,10,0 -25,13828,29,female,confirmed,2014-03-14,2014-06-14,10,3 -26,14301,93,male,suspected,2014-05-22,2014-03-31,10,5 -27,14820,59,male,NA,2015-10-03,2015-03-29,9,5 -28,14413,27,male,NA,2014-08-14,2015-10-07,8,11 -29,13734,73,male,NA,2015-11-24,2015-07-09,9,2 -30,12616,24,male,NA,NA,2015-10-21,8,11 -31,13314,59,male,suspected,2014-07-28,2015-11-13,8,10 -32,14279,59,female,NA,2014-07-14,2016-06-02,8,3 -33,11967,32,female,suspected,NA,2015-04-08,9,5 -34,13654,62,male,NA,NA,2016-07-23,8,2 -35,13666,87,male,NA,NA,2015-02-28,9,6 -36,13056,0,male,NA,NA,2014-07-20,10,2 -37,14222,32,NA,confirmed,NA,2016-08-17,8,1 -38,13921,58,female,suspected,NA,2014-04-09,10,5 -39,13617,54,female,NA,2015-11-03,2015-01-31,9,7 -40,14751,39,female,NA,NA,2014-08-04,10,1 -41,13873,62,female,confirmed,NA,2014-03-29,10,5 -42,14387,77,female,NA,2014-11-04,2016-03-20,8,6 -43,13272,48,male,NA,NA,2014-08-08,10,1 -44,13856,41,female,NA,2015-02-26,2014-03-04,10,6 -45,12468,2,male,NA,NA,2016-04-22,8,5 -46,12547,48,female,NA,2015-03-08,2015-02-02,9,7 -47,14199,63,female,confirmed,2015-07-19,2016-04-16,8,5 -48,14997,22,male,suspected,2015-02-28,2015-11-03,8,10 -49,13641,36,male,NA,NA,2015-02-27,9,6 -50,13457,95,female,NA,NA,2016-09-30,7,11 -51,14016,55,female,NA,NA,2014-09-01,10,0 -52,12100,84,NA,NA,NA,2015-01-06,9,8 -53,13057,39,male,NA,NA,2014-07-15,10,2 -54,12922,9,male,suspected,2015-10-11,2014-06-07,10,3 -55,14153,9,male,suspected,NA,2015-12-21,8,9 -56,12645,10,female,confirmed,NA,2014-06-26,10,2 -57,12848,94,female,NA,NA,2015-04-12,9,5 -58,13343,28,male,NA,2015-05-07,2016-06-15,8,3 -59,14272,89,female,confirmed,2015-10-19,2015-01-30,9,7 -60,12445,67,female,suspected,2014-09-25,2014-08-10,10,1 -61,14238,52,female,confirmed,2014-06-04,2014-10-09,9,11 -62,12936,27,female,NA,2014-12-04,2014-04-24,10,5 -63,12921,8,female,suspected,2015-10-23,2015-08-28,9,0 -64,12816,81,female,NA,2015-12-08,2016-12-06,7,9 -65,12827,0,male,confirmed,2014-10-15,2014-07-22,10,2 -66,12657,35,male,suspected,2015-05-25,2015-09-26,8,11 -67,13143,98,male,confirmed,2014-12-16,2016-01-30,8,7 -68,13039,49,female,NA,NA,2014-03-12,10,6 -69,14252,69,female,NA,NA,2015-08-22,9,1 -70,14294,8,NA,NA,2014-12-13,2014-05-21,10,4 -71,12338,46,female,NA,2014-10-22,2015-02-10,9,7 -72,12772,11,male,suspected,2014-11-17,2016-07-02,8,2 -73,14420,45,female,suspected,2015-07-30,2014-08-03,10,1 -74,12547,37,male,NA,2015-06-16,2016-06-06,8,3 -75,14250,63,female,confirmed,NA,2015-05-18,9,4 -76,12274,78,female,NA,NA,2016-04-26,8,4 -77,14249,88,female,NA,2014-08-10,2016-01-16,8,8 -78,13017,55,female,NA,2015-05-19,2015-05-10,9,4 -79,12889,29,female,NA,2015-05-14,2015-12-26,8,8 -80,13592,13,female,NA,2015-02-18,2015-09-02,9,0 -81,12830,30,NA,NA,2015-03-17,2014-08-16,10,1 -82,14004,13,female,confirmed,NA,2016-05-17,8,4 -83,12705,53,female,NA,NA,2015-06-15,9,3 -84,13105,85,female,suspected,2014-07-03,2014-08-19,10,1 -85,14539,12,male,NA,2015-09-01,2014-08-25,10,0 -86,12822,99,male,suspected,2014-07-04,2015-12-02,8,9 -87,13097,80,female,NA,NA,2014-09-27,9,11 -88,12770,44,NA,confirmed,2015-05-25,2015-02-17,9,7 -89,14197,39,female,NA,2014-06-11,2014-07-15,10,2 -90,14131,77,female,confirmed,2015-04-20,2014-06-04,10,3 -91,12353,75,NA,confirmed,NA,2016-02-17,8,7 -92,14194,59,male,suspected,2014-09-03,2016-06-03,8,3 -93,14828,100,female,confirmed,NA,2014-06-04,10,3 -94,11927,5,male,confirmed,2015-11-20,2015-06-12,9,3 -95,12829,53,female,suspected,2015-07-19,2015-11-25,8,9 -96,13959,50,female,NA,NA,2014-11-23,9,10 -97,14223,53,NA,confirmed,2014-03-24,2016-07-05,8,2 -98,12964,15,female,NA,NA,2016-09-18,8,0 -99,12543,89,female,NA,2014-12-22,2014-08-28,10,0 -100,14877,5,female,suspected,NA,2015-02-25,9,6 -101,12985,64,male,NA,2015-02-25,2014-01-04,10,8 -102,13859,76,male,confirmed,NA,2014-12-06,9,9 -103,12964,54,male,NA,2015-06-24,2014-07-16,10,2 -104,13847,84,female,NA,2014-08-06,2014-06-08,10,3 -105,14540,43,male,NA,2015-08-20,2014-07-26,10,1 -106,14764,70,male,suspected,2014-11-18,2014-10-27,9,10 -107,12625,67,male,NA,2015-06-19,2015-02-07,9,7 -108,13221,93,male,confirmed,NA,2014-11-13,9,10 -109,13140,0,male,NA,2015-03-07,2015-05-14,9,4 -110,13192,93,female,NA,2015-07-30,2014-08-17,10,1 -111,11925,61,female,NA,2015-11-25,2016-09-02,8,0 -112,14280,29,NA,confirmed,NA,2015-08-04,9,1 -113,13684,88,male,NA,2015-04-19,2014-07-10,10,2 -114,12452,62,male,NA,2015-08-13,2016-05-15,8,4 -115,12545,38,female,NA,NA,2015-08-26,9,0 -116,13526,53,NA,NA,NA,2015-02-28,9,6 -117,14884,75,NA,suspected,2015-04-28,2014-11-23,9,10 -118,12170,63,female,suspected,2015-05-10,2015-06-19,9,3 -119,11915,6,female,confirmed,2014-03-22,2014-06-23,10,3 -120,13978,56,male,NA,2014-03-07,2016-10-17,7,11 -121,12913,42,male,NA,NA,2015-02-01,9,7 -122,12405,50,female,NA,2015-07-15,2015-01-02,9,8 -123,12769,79,male,NA,2015-09-25,2016-10-25,7,10 -124,11969,77,male,confirmed,NA,2014-11-23,9,10 -125,14541,49,male,suspected,NA,2014-04-23,10,5 -126,13555,50,male,suspected,2015-04-14,2014-08-30,10,0 -127,12265,96,female,confirmed,2015-09-19,2015-07-31,9,1 -128,13471,90,female,confirmed,NA,2014-06-02,10,3 -129,13100,67,male,confirmed,2014-12-26,2016-04-12,8,5 -130,12817,98,male,NA,NA,2014-06-24,10,3 -131,13934,99,male,NA,2014-07-08,2015-06-28,9,2 -132,13481,0,male,NA,2014-07-28,2015-12-21,8,9 -133,12648,89,female,NA,NA,2014-06-25,10,2 -134,12933,24,male,NA,2015-06-26,2016-01-15,8,8 -135,12746,82,male,NA,NA,2014-11-11,9,10 -136,14705,33,male,suspected,NA,2016-05-05,8,4 -137,12526,92,female,confirmed,2015-09-20,2014-10-25,9,10 -138,14181,44,male,NA,2014-08-30,2014-07-07,10,2 -139,12405,28,female,suspected,NA,2014-07-21,10,2 -140,12059,71,female,confirmed,NA,2015-01-06,9,8 -141,13976,42,female,confirmed,2014-06-06,2015-05-01,9,4 -142,12308,77,male,confirmed,2015-12-10,2015-09-27,8,11 -143,14193,33,female,suspected,NA,2014-04-03,10,5 -144,13887,24,female,suspected,2014-08-29,2016-12-02,7,9 -145,14375,4,female,NA,NA,2014-08-21,10,1 -146,12268,75,female,suspected,2015-02-27,2015-03-23,9,6 -147,13850,18,NA,suspected,NA,2016-06-18,8,3 -148,12348,61,NA,NA,2015-01-03,2016-06-08,8,3 -149,12350,94,male,NA,2015-06-09,2016-08-12,8,1 -150,12845,49,female,suspected,2014-09-12,2015-01-16,9,8 -151,14091,19,female,suspected,NA,2015-07-11,9,2 -152,13965,97,male,suspected,2015-07-16,2014-06-16,10,3 -153,13377,13,female,NA,NA,2016-08-18,8,1 -154,12006,47,female,confirmed,NA,2014-09-13,10,0 -155,14133,18,female,suspected,2014-04-21,2014-09-16,10,0 -156,12816,1,male,NA,2014-08-25,2014-11-25,9,9 -157,12892,97,male,confirmed,2015-02-24,2016-09-22,8,0 -158,13239,17,male,confirmed,2015-09-05,2015-07-02,9,2 -159,14177,92,male,suspected,2015-11-29,2014-08-13,10,1 -160,13008,64,female,NA,NA,2015-05-09,9,4 -161,14985,88,male,confirmed,2014-06-20,2015-02-26,9,6 -162,13323,80,male,NA,NA,2016-07-02,8,2 -163,12603,81,male,confirmed,NA,2015-08-31,9,0 -164,13529,6,male,NA,NA,2014-11-03,9,10 -165,14203,100,male,confirmed,2015-04-10,2016-12-04,7,9 -166,13399,98,male,NA,NA,2014-07-21,10,2 -167,12466,75,male,suspected,2015-01-24,2015-11-01,8,10 -168,14868,48,female,confirmed,2015-06-10,2014-07-27,10,1 -169,13685,7,female,suspected,NA,2014-07-18,10,2 -170,14425,68,male,NA,NA,2015-04-15,9,5 -171,12555,61,female,confirmed,2014-11-28,2015-07-29,9,1 -172,13477,50,male,confirmed,NA,2016-08-08,8,1 -173,12412,33,female,suspected,NA,2014-05-28,10,3 -174,12211,12,male,NA,2015-09-06,2014-11-27,9,9 -175,14945,4,male,NA,2014-11-06,2016-05-20,8,4 -176,14626,63,male,NA,NA,2015-02-03,9,7 -177,14066,22,female,suspected,2014-08-26,2014-07-20,10,2 -178,12836,82,male,suspected,NA,2015-11-15,8,10 -179,14890,12,NA,suspected,NA,2015-07-26,9,1 -180,12308,24,male,confirmed,2014-05-24,2014-08-28,10,0 -181,13555,78,female,confirmed,2014-05-29,2014-10-16,9,11 -182,13839,67,female,NA,2014-06-30,2014-06-07,10,3 -183,14531,80,female,NA,2014-02-07,2014-06-30,10,2 -184,12417,73,male,confirmed,2014-07-08,2015-07-26,9,1 -185,14432,14,male,confirmed,2014-09-09,2014-10-09,9,11 -186,14478,80,NA,NA,NA,2014-11-30,9,9 -187,12030,49,female,NA,2015-05-03,2014-12-07,9,9 -188,14900,73,male,NA,NA,2014-07-18,10,2 -189,14068,61,female,suspected,2014-07-14,2015-04-02,9,5 -190,11909,55,female,NA,2014-09-03,2015-12-15,8,9 -191,12304,76,male,suspected,2014-10-24,2014-10-15,9,11 -192,12864,85,female,NA,NA,2016-07-15,8,2 -193,12147,94,NA,suspected,2014-05-30,2015-05-02,9,4 -194,13764,34,male,confirmed,NA,2015-08-20,9,1 -195,12922,97,female,NA,2015-02-10,2014-11-17,9,10 -196,13209,32,female,suspected,NA,2016-01-12,8,8 -197,13572,69,female,NA,2015-07-23,2014-12-03,9,9 -198,14585,85,female,confirmed,2014-10-11,2015-05-01,9,4 -199,12834,34,female,NA,2015-01-27,2015-05-15,9,4 -200,14335,56,male,NA,2015-01-09,2014-12-18,9,9 -201,12217,54,male,NA,NA,2014-01-03,10,8 -202,12033,100,male,confirmed,2015-06-10,2016-02-06,8,7 -203,13244,45,male,suspected,2015-09-09,2015-11-18,8,10 -204,14016,72,female,NA,2015-07-02,2014-11-01,9,10 -205,14560,31,female,NA,NA,2016-04-02,8,5 -206,14206,29,male,suspected,NA,2015-05-15,9,4 -207,14288,24,female,confirmed,NA,2016-12-03,7,9 -208,14979,62,female,confirmed,2015-09-30,2014-04-14,10,5 -209,12748,65,female,confirmed,2014-09-26,2015-05-23,9,4 -210,12460,70,NA,confirmed,NA,2015-02-07,9,7 -211,14357,92,female,NA,NA,2015-05-18,9,4 -212,13116,20,male,NA,2015-05-03,2016-03-26,8,5 -213,12971,65,male,confirmed,NA,2014-03-04,10,6 -214,13873,99,female,NA,2014-04-12,2016-11-13,7,10 -215,14228,83,male,NA,2014-12-07,2015-06-02,9,3 -216,13861,81,male,suspected,2014-05-16,2015-03-14,9,6 -217,13730,18,female,NA,2015-04-28,2016-09-25,7,11 -218,14495,63,female,NA,NA,2014-06-19,10,3 -219,12325,39,female,suspected,2015-06-08,2015-09-24,8,11 -220,14044,31,male,NA,2015-02-11,2015-11-15,8,10 -221,11978,16,male,confirmed,NA,2015-01-19,9,8 -222,12495,28,female,NA,2014-09-20,2015-06-30,9,2 -223,13883,53,female,suspected,NA,2015-10-27,8,10 -224,14476,21,male,suspected,2015-07-01,2014-12-27,9,8 -225,12247,44,male,suspected,2014-10-30,2016-10-11,7,11 -226,13992,89,female,NA,2015-09-07,2016-03-13,8,6 -227,14752,7,male,NA,NA,2015-10-24,8,11 -228,14701,48,male,NA,NA,2014-06-15,10,3 -229,13094,84,male,confirmed,NA,2015-02-09,9,7 -230,14404,29,female,suspected,2015-10-18,2014-03-30,10,5 -231,12081,77,female,confirmed,NA,2015-02-06,9,7 -232,14444,26,female,confirmed,NA,2016-02-16,8,7 -233,13538,78,NA,NA,NA,2014-03-11,10,6 -234,12917,88,female,confirmed,2015-07-24,2015-08-15,9,1 -235,14110,63,male,suspected,2014-02-26,2015-02-14,9,7 -236,13158,42,male,NA,NA,2014-09-15,10,0 -237,12526,100,female,confirmed,2015-06-10,2016-06-26,8,2 -238,13939,69,female,suspected,NA,2014-07-14,10,2 -239,14384,51,male,confirmed,NA,2015-05-13,9,4 -240,12166,99,female,NA,2015-07-09,2015-09-18,9,0 -241,13114,45,female,NA,NA,2016-02-16,8,7 -242,13746,32,male,suspected,2015-11-10,2015-02-21,9,7 -243,14535,69,female,confirmed,2015-11-01,2015-03-07,9,6 -244,14698,28,female,NA,2015-06-29,2015-11-07,8,10 -245,13333,69,male,NA,NA,2015-01-04,9,8 -246,12120,29,male,NA,2015-01-30,2014-12-19,9,9 -247,13678,12,NA,NA,NA,2014-07-21,10,2 -248,13221,82,male,NA,NA,2015-12-14,8,9 -249,12526,31,male,NA,2014-02-24,2014-05-29,10,3 -250,13177,82,NA,suspected,NA,2015-02-11,9,7 -251,13522,59,male,suspected,NA,2015-02-05,9,7 -252,12447,93,female,NA,2014-07-12,2015-08-26,9,0 -253,13956,28,male,confirmed,2015-10-23,2016-02-27,8,6 -254,14370,43,female,confirmed,2014-11-19,2015-07-04,9,2 -255,14749,10,female,confirmed,NA,2014-12-25,9,8 -256,13400,61,female,suspected,2014-02-05,2015-08-11,9,1 -257,13828,54,male,NA,2014-03-09,2015-03-02,9,6 -258,13650,7,male,NA,2014-03-18,2016-09-23,8,0 -259,14903,50,male,NA,2014-03-28,2015-08-24,9,1 -260,14836,8,female,NA,NA,2015-08-13,9,1 -261,12342,99,female,confirmed,2014-03-09,2014-08-26,10,0 -262,14090,2,female,NA,2014-07-24,2016-05-25,8,3 -263,13424,56,male,NA,NA,2014-06-15,10,3 -264,13284,67,female,suspected,NA,2015-07-15,9,2 -265,12950,0,female,confirmed,2015-10-15,2014-12-04,9,9 -266,13250,65,female,suspected,2014-05-24,2016-03-09,8,6 -267,13997,2,NA,NA,NA,2014-08-15,10,1 -268,12242,36,male,NA,2014-11-16,2016-03-09,8,6 -269,14493,61,male,suspected,2014-06-28,2015-04-03,9,5 -270,13970,72,male,suspected,2015-11-28,2015-07-30,9,1 -271,12963,38,female,confirmed,NA,2016-04-10,8,5 -272,13661,44,female,suspected,NA,2014-10-17,9,11 -273,12350,95,female,suspected,2015-03-08,2015-12-01,8,9 -274,14243,60,male,suspected,NA,2016-02-11,8,7 -275,12543,51,female,NA,2014-10-04,2016-09-09,8,0 -276,13132,85,male,NA,2014-08-29,2015-01-28,9,7 -277,14298,89,NA,confirmed,NA,2016-02-29,8,6 -278,14230,11,female,confirmed,NA,2014-07-02,10,2 -279,14201,30,male,NA,2015-04-13,2015-06-15,9,3 -280,14876,60,male,suspected,NA,2015-05-20,9,4 -281,12889,79,female,confirmed,NA,2015-06-07,9,3 -282,14044,71,male,NA,2015-02-12,2014-02-07,10,7 -283,14276,90,female,suspected,NA,2015-07-05,9,2 -284,12847,19,male,NA,NA,2015-12-08,8,9 -285,11925,43,NA,suspected,2014-04-04,2015-05-04,9,4 -286,14705,1,male,NA,NA,2014-05-31,10,3 -287,12803,28,female,confirmed,2015-01-18,2014-10-20,9,11 -288,12456,NA,male,NA,2014-10-29,2014-12-05,9,9 -289,13910,59,female,confirmed,2014-09-20,2014-05-24,10,4 -290,14403,84,male,confirmed,2015-10-20,2014-09-03,10,0 -291,12238,6,male,suspected,NA,2014-10-13,9,11 -292,14111,35,male,NA,NA,2015-03-30,9,5 -293,13806,26,male,suspected,2015-02-20,2015-06-22,9,3 -294,12145,15,female,NA,2014-03-30,2015-07-11,9,2 -295,13892,24,female,NA,2015-01-10,2015-05-23,9,4 -296,12015,48,female,suspected,2015-02-09,2014-12-05,9,9 -297,12172,NA,male,NA,2014-06-08,2014-07-13,10,2 -298,12080,99,male,suspected,2015-10-29,2016-03-27,8,5 -299,12698,53,male,confirmed,2014-11-25,2016-01-02,8,8 -300,14238,17,male,confirmed,2014-03-10,2016-10-21,7,11 -301,12198,71,male,suspected,2015-08-05,2016-08-25,8,0 -302,12320,65,male,suspected,NA,2015-02-08,9,7 -303,12644,57,NA,suspected,2015-05-16,2015-08-10,9,1 -304,14129,30,female,suspected,NA,2015-09-12,9,0 -305,13086,53,female,NA,2014-07-30,2014-12-07,9,9 -306,12107,74,female,NA,2014-04-15,2015-03-28,9,5 -307,13851,81,male,confirmed,2015-03-05,2016-09-05,8,0 -308,13851,7,female,confirmed,2014-11-25,2015-06-14,9,3 -309,14949,51,male,NA,2015-05-29,2014-07-14,10,2 -310,14359,88,female,NA,NA,2015-04-01,9,5 -311,14971,21,male,NA,NA,2015-10-10,8,11 -312,14579,53,male,NA,NA,2014-12-21,9,9 -313,13041,19,female,suspected,NA,2014-06-20,10,3 -314,13587,71,female,NA,NA,2015-01-05,9,8 -315,13005,9,female,NA,2014-03-23,2015-11-22,8,10 -316,13309,57,male,NA,NA,2014-05-13,10,4 -317,14174,94,male,NA,NA,2015-06-10,9,3 -318,14364,97,NA,NA,2014-08-05,2016-03-30,8,5 -319,13784,68,male,NA,2015-05-17,2016-05-03,8,4 -320,11904,92,male,suspected,2014-08-15,2015-05-09,9,4 -321,14229,93,female,NA,2015-03-19,2015-02-26,9,6 -322,13260,57,female,NA,NA,2015-12-01,8,9 -323,12460,87,NA,NA,2014-10-17,2015-06-17,9,3 -324,14340,2,female,NA,NA,2015-09-25,8,11 -325,12162,41,female,suspected,NA,2014-08-26,10,0 -326,13742,18,male,NA,2014-09-08,2015-09-03,9,0 -327,14848,35,female,NA,NA,2015-06-18,9,3 -328,12609,79,NA,confirmed,NA,2015-08-21,9,1 -329,13966,41,female,confirmed,NA,2015-11-21,8,10 -330,14701,48,male,NA,2015-07-10,2014-03-23,10,6 -331,13801,8,male,suspected,NA,2015-07-21,9,2 -332,13945,45,NA,confirmed,2015-10-27,2015-04-12,9,5 -333,14552,99,male,suspected,2015-08-29,2015-05-03,9,4 -334,13633,51,male,NA,2015-02-07,2015-09-12,9,0 -335,14056,82,female,NA,2015-11-01,2016-11-05,7,10 -336,14793,4,female,NA,NA,2015-03-01,9,6 -337,13690,91,male,NA,2015-08-10,2016-05-16,8,4 -338,13514,13,male,confirmed,2015-08-03,2016-09-09,8,0 -339,13221,26,male,NA,2015-04-05,2014-06-09,10,3 -340,13146,64,male,NA,NA,2016-08-13,8,1 -341,13807,41,female,suspected,NA,2015-08-07,9,1 -342,13668,55,female,suspected,2014-04-22,2014-12-15,9,9 -343,12639,90,NA,suspected,2015-07-19,2014-06-28,10,2 -344,12996,42,male,NA,2015-03-06,2014-11-13,9,10 -345,14141,39,female,suspected,2014-10-12,2016-04-02,8,5 -346,12411,4,male,NA,2014-03-26,2014-12-18,9,9 -347,12229,57,NA,NA,2015-09-25,2014-05-07,10,4 -348,12868,34,male,confirmed,2014-02-10,2014-08-24,10,1 -349,14469,34,male,suspected,NA,2015-07-26,9,1 -350,14178,15,female,NA,2015-08-28,2015-10-26,8,10 -351,14749,17,NA,suspected,2014-04-20,2015-01-14,9,8 -352,12570,12,male,NA,2015-03-17,2016-01-08,8,8 -353,14199,40,female,suspected,2015-11-04,2014-12-30,9,8 -354,13092,17,female,suspected,2015-07-31,2016-01-19,8,8 -355,12887,13,male,NA,2014-08-17,2014-05-12,10,4 -356,12014,80,female,NA,2015-11-13,2016-09-11,8,0 -357,14465,5,female,confirmed,2015-01-18,2014-09-12,10,0 -358,14626,77,female,NA,NA,2016-02-09,8,7 -359,13911,95,female,NA,2014-03-12,2014-12-06,9,9 -360,12652,34,male,confirmed,2014-07-09,2016-01-05,8,8 -361,12077,40,NA,suspected,2014-03-17,2016-09-09,8,0 -362,14263,9,male,confirmed,NA,2015-03-28,9,5 -363,11986,74,male,NA,2014-02-26,2015-12-27,8,8 -364,14855,2,female,confirmed,NA,2014-12-11,9,9 -365,12542,45,female,NA,2015-08-14,2016-08-29,8,0 -366,12922,70,male,NA,2014-08-23,2015-07-19,9,2 -367,14018,61,male,NA,NA,2015-01-05,9,8 -368,12421,76,male,NA,NA,2014-07-04,10,2 -369,13274,63,male,NA,2014-09-28,2015-04-11,9,5 -370,14278,77,female,confirmed,NA,2016-07-08,8,2 -371,14785,91,male,NA,2015-02-04,2014-05-03,10,4 -372,14783,66,NA,confirmed,NA,2015-07-14,9,2 -373,14694,81,female,suspected,2014-03-23,2014-08-03,10,1 -374,14598,100,female,NA,2014-02-08,2014-06-11,10,3 -375,12456,85,male,confirmed,2015-11-17,2014-11-10,9,10 -376,14187,2,female,NA,2014-10-13,2014-12-04,9,9 -377,12358,40,female,confirmed,NA,2015-09-02,9,0 -378,12406,70,male,confirmed,2014-05-30,2014-05-29,10,3 -379,14237,15,female,confirmed,NA,2014-11-15,9,10 -380,12913,59,female,NA,2015-12-10,2015-01-15,9,8 -381,14796,45,male,confirmed,2015-11-05,2014-10-13,9,11 -382,13749,85,male,NA,2014-11-13,2015-01-21,9,8 -383,14444,55,female,confirmed,NA,2015-12-15,8,9 -384,13644,13,male,NA,2014-12-23,2016-06-05,8,3 -385,12872,2,female,NA,2014-05-19,2015-01-19,9,8 -386,12770,55,female,confirmed,2014-07-20,2014-04-08,10,5 -387,14607,45,male,NA,2015-01-10,2015-03-18,9,6 -388,12987,69,female,NA,2015-06-24,2014-08-18,10,1 -389,14922,14,female,NA,2014-09-05,2015-09-16,9,0 -390,13674,19,male,confirmed,2014-06-06,2016-06-01,8,3 -391,12881,100,male,NA,2015-03-17,2015-01-28,9,7 -392,14898,79,female,confirmed,2015-11-28,2014-09-22,10,0 -393,12731,85,female,confirmed,NA,2016-08-28,8,0 -394,13493,20,female,NA,2014-09-13,2015-02-07,9,7 -395,12763,72,male,confirmed,NA,2014-01-03,10,8 -396,11954,91,male,confirmed,2014-02-24,2015-07-24,9,2 -397,12622,95,male,NA,NA,2016-04-28,8,4 -398,14980,45,male,confirmed,2015-07-06,2014-06-09,10,3 -399,14483,54,male,NA,2015-10-15,2015-05-16,9,4 -400,13554,69,male,NA,NA,2015-07-03,9,2 -401,12323,10,male,NA,2015-02-13,2015-06-22,9,3 -402,12496,54,female,suspected,2014-08-21,2015-04-05,9,5 -403,14396,16,female,confirmed,2014-09-13,2014-08-11,10,1 -404,13924,2,male,confirmed,2015-01-25,2016-01-21,8,8 -405,12989,6,male,NA,NA,2014-07-25,10,1 -406,12073,24,female,NA,2015-12-03,2015-03-10,9,6 -407,13302,99,male,confirmed,2014-06-12,2014-12-17,9,9 -408,12431,28,female,confirmed,NA,2015-08-08,9,1 -409,12174,58,male,NA,NA,2014-06-02,10,3 -410,13257,54,male,NA,2014-10-26,2014-08-07,10,1 -411,12194,15,male,NA,2014-07-30,2015-04-28,9,4 -412,14999,81,female,NA,2015-10-11,2014-07-15,10,2 -413,12957,17,male,suspected,NA,2014-06-07,10,3 -414,11952,99,male,suspected,NA,2015-07-09,9,2 -415,12638,54,female,confirmed,NA,2015-07-04,9,2 -416,12644,12,female,suspected,NA,2016-04-02,8,5 -417,14215,46,female,NA,NA,2014-12-27,9,8 -418,13181,84,female,suspected,2014-07-22,2015-08-01,9,1 -419,11964,4,NA,NA,2015-05-19,2015-08-03,9,1 -420,13064,45,male,NA,2015-02-25,2015-05-17,9,4 -421,11996,30,male,confirmed,NA,2014-12-17,9,9 -422,12327,4,male,NA,2014-04-07,2015-02-13,9,7 -423,12397,14,female,NA,NA,2014-09-16,10,0 -424,13710,2,female,suspected,2014-04-26,2015-07-08,9,2 -425,13973,74,female,NA,2015-02-09,2015-07-19,9,2 -426,13156,83,female,NA,2014-05-28,2014-08-03,10,1 -427,13076,87,NA,confirmed,NA,2015-04-08,9,5 -428,14361,48,female,suspected,NA,2016-11-09,7,10 -429,13837,5,female,NA,2015-02-02,2016-11-09,7,10 -430,12069,9,male,NA,2014-06-24,2014-10-08,9,11 -431,13779,94,female,NA,2014-08-28,2016-11-25,7,9 -432,12121,81,NA,suspected,NA,2016-03-12,8,6 -433,12151,76,male,confirmed,NA,2016-04-03,8,5 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-454,14877,66,female,NA,2014-03-06,2014-03-05,10,6 -455,14674,32,female,NA,NA,2015-05-09,9,4 -456,14273,31,female,suspected,2015-09-22,2014-10-21,9,11 -457,14281,63,female,NA,NA,2015-09-19,9,0 -458,13844,82,female,NA,2014-09-29,2015-06-04,9,3 -459,12309,78,NA,NA,NA,2016-07-17,8,2 -460,12348,NA,male,suspected,2014-10-29,2016-01-28,8,7 -461,14503,30,male,suspected,2014-10-31,2014-08-02,10,1 -462,13966,28,male,confirmed,NA,2016-02-29,8,6 -463,14786,50,male,suspected,2014-07-19,2014-06-19,10,3 -464,13945,70,male,NA,2014-09-17,2015-08-20,9,1 -465,13056,91,female,confirmed,NA,2015-03-29,9,5 -466,13202,10,female,suspected,2015-04-17,2014-07-26,10,1 -467,14263,50,male,NA,2014-05-16,2015-02-10,9,7 -468,13238,35,male,NA,2014-04-19,2014-08-16,10,1 -469,12515,25,male,NA,2014-07-22,2014-12-09,9,9 -470,14253,8,male,NA,NA,2015-10-26,8,10 -471,14622,51,male,suspected,2014-04-21,2014-02-06,10,7 -472,14295,90,female,confirmed,NA,2016-10-23,7,11 -473,13869,10,male,NA,2014-09-22,2014-05-18,10,4 -474,12055,23,female,confirmed,2014-10-12,2014-10-17,9,11 -475,12424,22,female,NA,NA,2016-03-26,8,5 -476,14940,20,NA,confirmed,2015-02-11,2015-05-29,9,3 -477,12959,95,female,NA,2014-12-08,2015-03-31,9,5 -478,12285,85,female,NA,2015-11-30,2015-01-18,9,8 -479,13724,41,male,NA,NA,2016-02-26,8,6 -480,12672,64,female,suspected,NA,2015-03-26,9,5 -481,14039,41,female,suspected,2014-03-29,2016-07-21,8,2 -482,12441,38,male,confirmed,NA,2015-02-09,9,7 -483,13016,85,female,confirmed,2014-06-04,2014-03-17,10,6 -484,14008,77,male,suspected,2015-10-18,2015-09-03,9,0 -485,13787,76,female,NA,2015-06-07,2014-05-21,10,4 -486,12615,5,female,confirmed,2014-08-18,2015-06-14,9,3 -487,14107,67,female,confirmed,NA,2016-04-21,8,5 -488,12931,27,female,NA,NA,2016-06-15,8,3 -489,14056,16,female,confirmed,NA,2015-01-07,9,8 -490,12785,43,NA,NA,2015-09-19,2016-06-18,8,3 -491,11962,91,female,NA,2015-08-13,2015-05-04,9,4 -492,13953,28,female,confirmed,2015-11-24,2014-11-19,9,10 -493,13187,45,male,NA,2015-09-25,2016-10-18,7,11 -494,12499,27,male,NA,2014-03-14,2016-05-30,8,3 -495,13493,46,female,suspected,2015-11-04,2015-07-20,9,2 -496,12126,94,male,NA,NA,2014-10-15,9,11 -497,14739,8,male,suspected,2014-11-20,2015-11-30,8,9 -498,13463,39,female,NA,2014-02-28,2016-05-24,8,4 -499,14703,65,female,suspected,2015-06-15,2015-04-09,9,5 -500,12656,50,male,NA,2015-10-23,2015-10-17,8,11 -501,13851,58,NA,suspected,2014-07-22,2015-06-16,9,3 -502,13508,19,female,confirmed,NA,2014-12-18,9,9 -503,14047,69,female,suspected,NA,2015-04-07,9,5 -504,14988,62,female,confirmed,NA,2015-04-07,9,5 -505,12556,90,male,NA,2014-06-12,2016-08-20,8,1 -506,13888,2,female,NA,2015-05-28,2016-05-06,8,4 -507,13565,42,female,NA,2015-05-15,2015-04-02,9,5 -508,12631,82,male,confirmed,2015-04-13,2014-06-23,10,3 -509,12157,30,NA,suspected,2015-01-28,2014-12-07,9,9 -510,11987,10,female,NA,2014-04-19,2014-04-27,10,4 -511,13651,46,female,confirmed,2015-02-09,2014-08-28,10,0 -512,12913,33,male,suspected,NA,2014-08-10,10,1 -513,12542,68,male,NA,2014-08-18,2015-09-17,9,0 -514,12547,53,male,NA,2014-06-22,2015-12-02,8,9 -515,12674,18,female,NA,NA,2016-05-23,8,4 -516,14724,68,male,suspected,2014-09-13,2015-08-12,9,1 -517,12303,47,female,NA,NA,2014-01-09,10,8 -518,13320,53,female,suspected,NA,2015-09-18,9,0 -519,14495,47,male,confirmed,2015-07-08,2015-11-28,8,9 -520,13267,75,NA,suspected,2014-09-09,2015-07-04,9,2 -521,12394,88,female,confirmed,2014-08-14,2015-08-24,9,1 -522,14690,85,female,confirmed,2015-11-13,2016-06-27,8,2 -523,13972,92,male,NA,2014-09-16,2016-01-22,8,8 -524,12924,18,male,suspected,2015-03-12,2015-04-11,9,5 -525,12430,54,female,NA,NA,2014-01-09,10,8 -526,12481,64,female,confirmed,2014-05-09,2014-06-01,10,3 -527,12314,15,male,suspected,2014-10-25,2014-03-23,10,6 -528,12480,60,male,NA,NA,2016-11-22,7,10 -529,14353,12,male,NA,NA,2015-10-23,8,11 -530,14831,34,female,confirmed,2015-11-26,2014-07-30,10,1 -531,13867,41,male,NA,NA,2015-03-23,9,6 -532,13453,95,male,NA,2014-06-26,2016-07-07,8,2 -533,14988,8,female,confirmed,2015-04-20,2014-11-14,9,10 -534,13428,14,NA,suspected,2014-09-04,2014-05-10,10,4 -535,13300,72,male,NA,NA,2015-06-21,9,3 -536,13156,61,male,suspected,NA,2016-03-16,8,6 -537,13771,54,female,NA,2015-08-27,2015-02-28,9,6 -538,12356,52,male,NA,2014-05-23,2016-12-01,7,9 -539,12368,65,female,suspected,NA,2015-07-24,9,2 -540,12319,69,male,confirmed,NA,2015-01-04,9,8 -541,13275,30,NA,NA,2015-08-21,2016-08-23,8,1 -542,14846,7,male,confirmed,2015-01-12,2016-04-16,8,5 -543,14266,53,female,NA,2015-10-15,2014-03-28,10,5 -544,14700,17,female,NA,2015-06-04,2016-04-18,8,5 -545,13250,32,male,NA,2015-06-30,2014-04-08,10,5 -546,13996,18,male,suspected,2014-10-15,2015-07-21,9,2 -547,12543,91,male,NA,NA,2014-03-14,10,6 -548,13991,96,NA,confirmed,2015-04-17,2016-05-30,8,3 -549,12866,87,male,NA,NA,2014-04-04,10,5 -550,13488,43,NA,confirmed,2014-08-14,2016-08-09,8,1 -551,14596,76,female,NA,2014-01-09,2015-06-17,9,3 -552,13397,14,female,NA,NA,2016-02-07,8,7 -553,14253,74,NA,confirmed,NA,2016-01-29,8,7 -554,13822,76,male,suspected,NA,2014-10-22,9,11 -555,12937,54,male,NA,2015-12-04,2016-05-17,8,4 -556,13611,64,male,NA,NA,2015-01-03,9,8 -557,14049,32,female,suspected,NA,2014-04-10,10,5 -558,12840,50,male,NA,2015-01-06,2016-03-14,8,6 -559,12914,6,male,confirmed,NA,2015-01-15,9,8 -560,11922,4,male,suspected,2014-08-26,2015-02-03,9,7 -561,12842,45,male,NA,NA,2015-12-16,8,9 -562,11951,59,male,suspected,2014-01-03,2016-09-10,8,0 -563,13668,67,male,NA,2015-08-06,2014-07-28,10,1 -564,13451,57,female,confirmed,NA,2016-01-18,8,8 -565,13940,87,male,NA,2015-10-25,2015-10-01,8,11 -566,14348,25,female,suspected,NA,2016-09-20,8,0 -567,12360,69,NA,suspected,NA,2015-01-02,9,8 -568,14611,78,female,confirmed,2014-11-25,2014-07-13,10,2 -569,14440,97,female,confirmed,2014-08-09,2015-05-23,9,4 -570,12615,38,NA,suspected,2015-02-06,2015-08-18,9,1 -571,12771,1,male,confirmed,2014-03-04,2015-09-03,9,0 -572,14321,74,NA,NA,2014-03-09,2014-06-25,10,2 -573,14778,83,male,NA,NA,2015-06-13,9,3 -574,12677,34,male,NA,NA,2015-10-30,8,10 -575,14041,1,male,confirmed,2015-07-27,2014-10-23,9,11 -576,14553,68,female,confirmed,2015-07-14,2014-04-12,10,5 -577,13132,55,male,NA,NA,2016-10-09,7,11 -578,13938,64,female,suspected,2014-08-09,2015-04-18,9,5 -579,12022,81,male,NA,2015-06-02,2015-12-15,8,9 -580,13786,54,male,NA,NA,2014-06-16,10,3 -581,14305,89,female,suspected,NA,2015-08-26,9,0 -582,12023,77,male,suspected,NA,2015-04-22,9,5 -583,14158,61,female,NA,2014-10-11,2015-04-19,9,5 -584,12410,75,male,confirmed,NA,2015-06-09,9,3 -585,12618,72,female,NA,2014-06-03,2015-12-17,8,9 -586,12109,12,female,NA,2015-09-03,2014-11-05,9,10 -587,13404,67,male,NA,2014-09-23,2014-08-09,10,1 -588,13527,40,male,NA,NA,2014-05-19,10,4 -589,13558,45,female,NA,2015-07-12,2016-06-28,8,2 -590,14781,92,female,NA,2015-11-08,2014-12-20,9,9 -591,14291,77,male,NA,2015-06-20,2016-11-02,7,10 -592,12544,95,male,suspected,NA,2014-11-17,9,10 -593,13739,29,NA,confirmed,NA,2014-12-06,9,9 -594,12503,66,male,confirmed,2015-04-05,2016-02-13,8,7 -595,13045,93,male,NA,2015-11-04,2014-12-04,9,9 -596,12682,97,female,suspected,NA,2014-11-20,9,10 -597,12374,81,male,confirmed,2015-01-31,2016-06-04,8,3 -598,12219,7,NA,NA,NA,2015-07-26,9,1 -599,14643,83,male,NA,NA,2015-03-18,9,6 -600,13101,62,male,confirmed,2015-07-13,2014-07-28,10,1 -601,12765,65,female,suspected,NA,2015-07-10,9,2 -602,14860,82,female,suspected,2014-10-14,2014-07-21,10,2 -603,14480,67,male,NA,NA,2015-05-18,9,4 -604,14826,25,NA,NA,2015-05-01,2014-03-26,10,5 -605,14760,78,female,suspected,NA,2014-10-07,9,11 -606,14976,73,male,suspected,2014-09-19,2014-12-13,9,9 -607,13697,75,male,suspected,2014-02-25,2014-05-17,10,4 -608,13942,0,male,NA,NA,2015-04-21,9,5 -609,12345,85,female,NA,2015-05-22,2014-07-16,10,2 -610,12968,50,female,suspected,NA,2014-07-16,10,2 -611,14494,42,female,NA,2015-05-23,2015-10-19,8,11 -612,12494,32,male,NA,NA,2015-07-23,9,2 -613,12352,80,male,suspected,2014-10-25,2014-04-10,10,5 -614,12240,51,male,suspected,2015-05-27,2015-03-10,9,6 -615,14253,99,NA,NA,2015-04-01,2014-11-30,9,9 -616,14395,41,NA,suspected,NA,2016-04-30,8,4 -617,13708,11,male,suspected,2014-03-07,2014-04-06,10,5 -618,14406,70,male,NA,NA,2015-03-27,9,5 -619,13855,66,female,suspected,2014-03-26,2014-06-19,10,3 -620,14890,20,female,NA,NA,2014-06-29,10,2 -621,14606,6,female,NA,2015-04-05,2016-07-08,8,2 -622,12562,22,female,NA,2015-04-23,2014-06-12,10,3 -623,12797,55,male,NA,2014-12-15,2016-08-29,8,0 -624,12355,53,male,suspected,2015-06-24,2016-09-04,8,0 -625,14091,97,male,NA,NA,2014-08-09,10,1 -626,13201,38,male,NA,NA,2015-07-01,9,2 -627,13328,46,male,suspected,NA,2014-10-28,9,10 -628,12407,57,female,confirmed,NA,2016-05-26,8,3 -629,14675,46,NA,NA,2015-07-16,2016-07-07,8,2 -630,13808,87,female,NA,2015-04-18,2014-07-15,10,2 -631,13309,25,male,NA,2014-06-21,2014-11-28,9,9 -632,14415,57,female,NA,NA,2015-06-06,9,3 -633,14948,51,female,NA,2015-04-09,2015-11-07,8,10 -634,12096,4,female,confirmed,NA,2015-01-28,9,7 -635,13714,45,female,NA,NA,2015-08-11,9,1 -636,14225,91,male,suspected,2014-07-27,2016-02-16,8,7 -637,14589,67,male,confirmed,NA,2014-10-01,9,11 -638,14713,99,male,NA,NA,2014-09-22,10,0 -639,11908,37,male,suspected,2015-03-16,2015-04-18,9,5 -640,12383,30,female,NA,NA,2014-08-27,10,0 -641,13391,0,male,confirmed,NA,2014-05-27,10,3 -642,14670,55,female,NA,2015-04-18,2016-05-30,8,3 -643,13982,22,male,NA,2015-04-15,2015-04-29,9,4 -644,13086,68,female,NA,NA,2015-03-10,9,6 -645,14373,NA,male,NA,2014-07-29,2015-04-03,9,5 -646,13408,72,NA,confirmed,2015-09-08,2015-04-20,9,5 -647,12223,35,male,NA,NA,2015-05-13,9,4 -648,13697,67,NA,confirmed,2014-07-31,2015-05-21,9,4 -649,12094,60,male,NA,NA,2016-01-30,8,7 -650,13571,94,male,confirmed,2014-07-12,2014-05-05,10,4 -651,14390,12,female,confirmed,NA,2014-08-20,10,1 -652,14212,65,female,NA,2015-09-25,2014-09-21,10,0 -653,12966,12,female,NA,2014-03-06,2015-07-14,9,2 -654,12370,55,female,suspected,2015-12-10,2016-03-26,8,5 -655,13582,13,female,NA,NA,2015-12-30,8,8 -656,12440,47,male,NA,NA,2015-12-09,8,9 -657,12119,23,female,NA,2015-08-08,2014-02-10,10,7 -658,14103,39,female,confirmed,2014-04-10,2015-08-17,9,1 -659,12804,42,male,NA,2015-01-28,2015-08-23,9,1 -660,13712,65,female,NA,NA,2014-03-09,10,6 -661,13352,39,NA,confirmed,2014-08-03,2014-07-09,10,2 -662,12565,40,male,suspected,2015-10-24,2015-04-05,9,5 -663,12596,90,female,NA,NA,2014-10-26,9,10 -664,14781,68,NA,confirmed,2015-10-17,2015-07-28,9,1 -665,13529,89,NA,NA,NA,2014-11-05,9,10 -666,13559,7,male,suspected,NA,2015-09-24,8,11 -667,14369,45,male,NA,2014-02-19,2015-09-01,9,0 -668,12979,82,male,confirmed,2014-11-26,2015-03-10,9,6 -669,13213,93,NA,NA,NA,2016-06-28,8,2 -670,12971,29,male,confirmed,2014-03-04,2014-06-22,10,3 -671,12794,6,male,NA,NA,2016-04-12,8,5 -672,13778,13,NA,NA,2015-04-01,2014-04-12,10,5 -673,14323,63,female,NA,2014-09-22,2014-12-31,9,8 -674,12417,81,female,NA,NA,2014-03-21,10,6 -675,13364,46,male,suspected,2015-12-01,2015-04-20,9,5 -676,14370,95,female,NA,2014-03-30,2015-08-08,9,1 -677,13773,60,female,confirmed,NA,2014-03-28,10,5 -678,13588,30,female,confirmed,2015-08-19,2015-04-21,9,5 -679,12874,29,female,confirmed,NA,2016-10-19,7,11 -680,12756,32,male,NA,2015-10-28,2015-05-01,9,4 -681,14451,68,female,NA,NA,2014-12-10,9,9 -682,14601,60,male,suspected,2015-01-28,2016-08-27,8,0 -683,13310,0,male,confirmed,2015-04-15,2015-01-09,9,8 -684,13163,83,female,suspected,2014-03-29,2014-02-04,10,7 -685,12497,88,NA,NA,2014-12-15,2016-08-22,8,1 -686,14431,65,male,NA,2015-02-15,2015-07-04,9,2 -687,12988,61,male,confirmed,NA,2015-09-01,9,0 -688,14732,84,female,confirmed,2014-02-25,2015-02-20,9,7 -689,13375,77,female,NA,2014-09-29,2015-01-24,9,7 -690,13763,63,male,NA,NA,2014-10-21,9,11 -691,11923,13,male,NA,2014-12-16,2014-10-19,9,11 -692,11977,52,female,suspected,NA,2015-10-30,8,10 -693,12829,93,NA,NA,2014-09-24,2016-11-08,7,10 -694,12694,24,female,NA,NA,2015-07-29,9,1 -695,12835,32,male,NA,2014-07-20,2015-07-16,9,2 -696,13402,50,female,confirmed,2015-06-28,2014-09-03,10,0 -697,13807,75,male,suspected,NA,2016-03-09,8,6 -698,14544,27,female,NA,NA,2014-07-13,10,2 -699,14674,83,male,NA,2015-01-19,2016-11-22,7,10 -700,12318,11,female,confirmed,NA,2015-01-09,9,8 -701,12521,40,female,NA,2015-07-11,2015-02-03,9,7 -702,14196,84,male,NA,NA,2014-09-26,9,11 -703,12463,31,male,NA,NA,2015-07-28,9,1 -704,14689,40,male,NA,2014-04-28,2014-12-09,9,9 -705,13977,63,female,confirmed,2015-08-24,2015-06-27,9,2 -706,14519,62,male,NA,NA,2016-01-15,8,8 -707,14259,84,female,NA,2014-11-27,2014-11-12,9,10 -708,13482,75,male,suspected,NA,2015-06-14,9,3 -709,14995,33,male,NA,2015-10-13,2015-05-03,9,4 -710,14010,100,female,NA,2014-12-24,2014-12-07,9,9 -711,12867,54,male,confirmed,2015-03-11,2014-08-08,10,1 -712,12934,50,male,NA,NA,2016-07-23,8,2 -713,13038,53,female,suspected,2015-04-01,2016-08-10,8,1 -714,12787,90,NA,suspected,NA,2014-09-19,10,0 -715,13577,NA,female,NA,2015-02-21,2015-07-26,9,1 -716,12140,73,female,NA,NA,2015-08-21,9,1 -717,13463,31,male,suspected,2015-02-28,2015-05-07,9,4 -718,13722,13,female,NA,NA,2016-12-06,7,9 -719,12806,48,female,suspected,NA,2015-04-16,9,5 -720,14805,2,male,suspected,2014-09-14,2015-03-21,9,6 -721,14422,99,male,confirmed,2014-11-18,2014-08-07,10,1 -722,13439,43,male,NA,NA,2014-04-03,10,5 -723,14856,57,male,confirmed,NA,2014-07-26,10,1 -724,12034,1,male,NA,2015-07-21,2015-05-14,9,4 -725,13968,61,female,confirmed,2014-08-05,2016-04-06,8,5 -726,12245,4,NA,NA,2014-01-06,2015-03-18,9,6 -727,13137,24,female,NA,NA,2015-05-18,9,4 -728,13789,45,female,confirmed,NA,2016-02-15,8,7 -729,14909,50,male,NA,2015-06-15,2016-11-01,7,10 -730,14319,26,male,NA,2015-01-21,2015-05-11,9,4 -731,13697,33,female,suspected,2015-01-26,2014-12-16,9,9 -732,12928,21,male,NA,2015-03-15,2014-03-20,10,6 -733,12122,12,male,suspected,2014-11-25,2015-05-09,9,4 -734,14166,4,female,suspected,2015-02-12,2016-09-03,8,0 -735,12538,27,female,NA,2015-12-08,2014-10-27,9,10 -736,14898,88,male,NA,NA,2016-09-17,8,0 -737,13001,14,male,NA,2014-01-09,2016-09-11,8,0 -738,12382,98,female,NA,NA,2014-06-20,10,3 -739,12964,25,male,confirmed,2015-01-17,2015-06-18,9,3 -740,14066,64,female,NA,2015-06-30,2015-02-26,9,6 -741,13671,17,male,suspected,NA,2014-07-07,10,2 -742,14839,51,female,NA,2014-04-06,2014-07-14,10,2 -743,12852,19,female,suspected,2015-06-26,2015-12-25,8,8 -744,14812,3,female,suspected,2014-04-16,2015-07-12,9,2 -745,13762,41,male,suspected,NA,2016-09-05,8,0 -746,12391,4,male,NA,2015-10-23,2014-07-12,10,2 -747,12300,23,female,suspected,2015-11-15,2016-07-17,8,2 -748,14405,75,male,NA,2015-07-31,2016-12-04,7,9 -749,13287,74,female,NA,2015-08-28,2014-08-26,10,0 -750,13969,65,female,NA,2014-03-10,2015-03-23,9,6 -751,14615,23,female,confirmed,2014-11-23,2015-05-10,9,4 -752,13730,43,female,NA,2014-12-28,2015-02-21,9,7 -753,13985,36,male,confirmed,NA,2016-07-20,8,2 -754,13037,1,male,confirmed,2015-03-10,2016-02-16,8,7 -755,13613,77,male,NA,2015-01-09,2015-12-26,8,8 -756,12744,47,female,suspected,NA,2016-08-22,8,1 -757,14675,19,female,confirmed,2015-01-03,2014-11-30,9,9 -758,13895,88,male,NA,2015-11-05,2016-09-13,8,0 -759,14199,19,NA,suspected,2015-05-27,2014-10-08,9,11 -760,14008,100,male,confirmed,2014-05-05,2014-08-06,10,1 -761,14521,23,female,suspected,2014-07-22,2016-04-14,8,5 -762,14707,38,male,NA,2014-08-14,2015-03-11,9,6 -763,13663,8,male,NA,NA,2014-10-26,9,10 -764,13103,100,male,suspected,2014-10-20,2014-10-19,9,11 -765,13792,17,male,confirmed,NA,2014-12-21,9,9 -766,12798,37,female,NA,NA,2015-08-20,9,1 -767,12705,88,male,confirmed,NA,2015-04-23,9,5 -768,12845,80,male,suspected,2014-11-07,2015-01-24,9,7 -769,12067,59,female,NA,2014-06-26,2015-07-06,9,2 -770,13104,32,male,NA,NA,2014-12-28,9,8 -771,13876,99,male,confirmed,2014-07-18,2015-02-03,9,7 -772,13386,4,NA,suspected,NA,2016-01-16,8,8 -773,14425,16,male,NA,2015-09-03,2016-01-10,8,8 -774,14258,76,NA,suspected,NA,2016-11-25,7,9 -775,12146,59,female,suspected,NA,2015-07-15,9,2 -776,14219,74,male,NA,NA,2014-03-12,10,6 -777,11993,0,male,confirmed,NA,2014-09-09,10,0 -778,13085,31,male,NA,2014-07-12,2015-08-13,9,1 -779,14420,58,male,NA,NA,2015-02-02,9,7 -780,14803,1,female,suspected,2015-06-15,2015-08-23,9,1 -781,12304,56,female,NA,2014-07-23,2014-02-10,10,7 -782,12679,32,female,NA,2014-06-13,2015-05-30,9,3 -783,13343,22,NA,NA,NA,2015-10-15,8,11 -784,14192,91,NA,NA,2014-10-17,2014-07-21,10,2 -785,12149,72,female,NA,NA,2016-09-13,8,0 -786,11921,12,male,confirmed,NA,2015-08-17,9,1 -787,11927,31,male,NA,2014-02-25,2015-11-19,8,10 -788,13247,42,male,confirmed,NA,2015-12-04,8,9 -789,12445,2,NA,suspected,2014-10-30,2014-09-09,10,0 -790,12129,95,female,confirmed,NA,2015-03-09,9,6 -791,14270,64,male,suspected,2015-05-07,2016-02-19,8,7 -792,14889,35,male,NA,2015-10-12,2015-03-21,9,6 -793,12735,82,female,confirmed,2015-01-29,2014-12-06,9,9 -794,12204,54,female,confirmed,NA,2015-08-10,9,1 -795,14259,69,male,confirmed,2014-10-28,2014-03-05,10,6 -796,13931,5,male,NA,NA,2014-12-28,9,8 -797,12219,77,male,suspected,2015-01-18,2015-05-22,9,4 -798,12383,35,female,NA,2015-03-21,2014-12-29,9,8 -799,12686,37,female,suspected,NA,2016-09-10,8,0 -800,11967,36,NA,suspected,NA,2014-07-22,10,2 -801,13273,90,NA,NA,NA,2016-09-11,8,0 -802,11929,0,female,NA,NA,2015-04-26,9,4 -803,12132,54,male,NA,2014-12-17,2014-07-25,10,1 -804,14683,94,male,suspected,2015-03-02,2016-02-05,8,7 -805,12628,14,male,confirmed,NA,2015-12-16,8,9 -806,14830,49,female,NA,2015-03-13,2015-12-09,8,9 -807,14230,61,male,NA,2014-01-11,2014-09-08,10,0 -808,14141,99,male,suspected,2015-12-10,2014-06-21,10,3 -809,12766,7,NA,NA,NA,2015-07-08,9,2 -810,14733,23,female,NA,2014-09-29,2014-11-07,9,10 -811,11988,36,female,confirmed,2014-10-25,2014-12-08,9,9 -812,11918,59,male,suspected,2015-07-24,2014-06-26,10,2 -813,12265,63,female,suspected,2015-09-03,2015-07-19,9,2 -814,14275,60,female,confirmed,2014-03-29,2014-03-28,10,5 -815,12200,3,female,confirmed,2015-04-28,2016-03-24,8,6 -816,14002,46,male,NA,2015-03-31,2015-06-29,9,2 -817,14946,55,female,confirmed,2015-01-23,2014-11-09,9,10 -818,14738,34,male,NA,NA,2015-01-03,9,8 -819,12203,95,female,NA,2014-09-23,2014-05-25,10,3 -820,12241,50,male,suspected,2015-06-21,2014-02-23,10,6 -821,13636,24,male,suspected,2015-06-25,2014-09-20,10,0 -822,14568,89,female,NA,2015-11-16,2015-07-04,9,2 -823,13775,76,female,NA,2014-08-03,2015-11-01,8,10 -824,13936,80,female,NA,2015-02-16,2014-02-08,10,7 -825,13806,72,male,suspected,2015-11-12,2016-07-14,8,2 -826,14572,62,NA,confirmed,2014-06-05,2015-06-15,9,3 -827,13721,9,male,NA,2014-09-08,2016-04-26,8,4 -828,13398,86,male,NA,2015-09-28,2014-10-04,9,11 -829,13380,58,male,NA,2014-08-31,2016-10-16,7,11 -830,14576,65,NA,NA,NA,2014-10-04,9,11 -831,13285,23,male,suspected,2014-09-03,2016-07-19,8,2 -832,14713,65,female,NA,NA,2014-12-05,9,9 -833,14237,67,male,NA,2015-03-28,2014-04-10,10,5 -834,12327,54,female,NA,NA,2015-05-25,9,4 -835,14911,88,male,suspected,NA,2015-12-20,8,9 -836,12195,39,male,suspected,NA,2014-09-07,10,0 -837,12140,64,NA,suspected,2015-01-11,2016-09-28,7,11 -838,14026,51,male,NA,2014-11-22,2014-06-19,10,3 -839,12553,100,male,NA,2014-07-12,2015-05-30,9,3 -840,13440,8,male,confirmed,NA,2016-08-21,8,1 -841,13740,4,female,NA,2015-11-26,2015-08-04,9,1 -842,13458,73,male,NA,2015-01-13,2015-07-11,9,2 -843,14462,97,female,NA,2015-02-10,2014-10-07,9,11 -844,12490,21,female,NA,2015-07-31,2014-07-25,10,1 -845,13196,20,female,NA,NA,2015-06-19,9,3 -846,12182,46,male,NA,NA,2016-08-22,8,1 -847,12650,41,male,confirmed,2015-03-17,2015-01-28,9,7 -848,12013,48,female,confirmed,NA,2016-10-29,7,10 -849,12175,13,female,NA,2014-08-08,2014-07-19,10,2 -850,14853,28,female,suspected,2014-01-03,2015-08-13,9,1 -851,13333,78,female,confirmed,2015-08-07,2015-04-26,9,4 -852,14213,78,male,confirmed,2014-06-03,2014-07-11,10,2 -853,12156,72,male,suspected,2014-09-11,2016-05-05,8,4 -854,11979,43,male,suspected,NA,2015-01-22,9,8 -855,11956,39,male,NA,NA,2014-02-21,10,7 -856,13550,45,NA,confirmed,NA,2014-12-19,9,9 -857,11983,93,female,NA,2015-06-15,2015-11-14,8,10 -858,12614,28,NA,NA,NA,2015-07-21,9,2 -859,12711,1,female,NA,NA,2014-11-20,9,10 -860,13905,77,female,NA,2014-05-10,2015-01-25,9,7 -861,12844,11,NA,NA,2015-03-25,2016-04-21,8,5 -862,13212,57,male,NA,NA,2014-07-18,10,2 -863,14576,6,male,NA,NA,2014-08-15,10,1 -864,13568,50,male,confirmed,2015-01-06,2014-01-09,10,8 -865,14824,93,female,NA,2014-09-13,2015-05-05,9,4 -866,12283,63,male,NA,NA,2015-04-02,9,5 -867,14815,25,male,suspected,NA,2015-07-01,9,2 -868,14254,73,female,NA,NA,2014-07-02,10,2 -869,14106,64,female,NA,2014-06-17,2015-10-14,8,11 -870,13226,68,NA,confirmed,2015-04-28,2016-02-02,8,7 -871,14872,91,NA,suspected,NA,2016-08-19,8,1 -872,14213,36,female,NA,2015-09-10,2014-09-12,10,0 -873,14978,26,female,suspected,2014-05-21,2016-05-21,8,4 -874,12221,14,female,confirmed,2015-10-05,2015-09-10,9,0 -875,14398,33,male,NA,2015-07-10,2014-12-08,9,9 -876,13401,64,NA,NA,NA,2015-03-18,9,6 -877,14520,17,female,NA,NA,2014-08-31,10,0 -878,12740,43,female,NA,2015-08-17,2014-12-14,9,9 -879,13834,70,NA,confirmed,2015-07-18,2014-12-31,9,8 -880,13043,80,female,NA,2015-11-24,2015-11-28,8,9 -881,13834,24,female,suspected,NA,2014-10-04,9,11 -882,12933,94,male,NA,2014-12-03,2015-04-17,9,5 -883,15000,23,male,NA,NA,2014-07-21,10,2 -884,12062,1,NA,confirmed,2015-07-01,2016-04-08,8,5 -885,13698,87,female,NA,NA,2015-06-01,9,3 -886,12696,78,female,suspected,2015-08-31,2015-06-03,9,3 -887,13037,98,male,NA,NA,2015-03-22,9,6 -888,14818,47,male,NA,2014-10-25,2015-02-12,9,7 -889,14685,58,NA,confirmed,2015-04-03,2014-04-08,10,5 -890,13875,15,NA,suspected,2014-11-04,2015-01-17,9,8 -891,12572,98,NA,confirmed,NA,2015-04-18,9,5 -892,12796,92,male,NA,2015-04-28,2016-10-12,7,11 -893,12654,88,male,confirmed,2014-09-15,2015-08-04,9,1 -894,14690,5,female,NA,2014-01-08,2015-08-23,9,1 -895,13212,28,female,confirmed,2015-07-17,2015-06-07,9,3 -896,12499,79,female,confirmed,NA,2016-05-10,8,4 -897,12016,5,female,NA,2014-07-19,2015-06-01,9,3 -898,13154,53,female,NA,2015-08-29,2016-09-23,8,0 -899,13364,99,female,suspected,NA,2015-02-22,9,7 -900,13328,43,male,NA,2015-06-25,2015-06-07,9,3 -901,13019,77,male,confirmed,2015-01-20,2014-09-07,10,0 -902,12733,40,male,suspected,2014-08-28,2014-12-25,9,8 -903,12656,28,male,NA,2015-01-27,2014-11-18,9,10 -904,12933,73,female,NA,NA,2014-09-29,9,11 -905,12452,40,male,NA,NA,2015-03-12,9,6 -906,12066,16,male,confirmed,NA,2015-07-11,9,2 -907,13770,96,female,NA,NA,2014-12-26,9,8 -908,14931,46,female,NA,2015-02-10,2015-06-23,9,3 -909,14184,64,male,confirmed,2015-02-10,2015-07-25,9,1 -910,13682,53,male,confirmed,2014-07-30,2014-02-03,10,7 -911,14479,78,male,NA,NA,2016-11-02,7,10 -912,14916,NA,female,NA,2015-09-09,2015-09-17,9,0 -913,13290,76,male,confirmed,NA,2015-08-18,9,1 -914,14694,76,male,suspected,2015-09-09,2016-06-26,8,2 -915,14145,51,male,NA,2014-05-17,2015-07-31,9,1 -916,14437,21,female,suspected,NA,2014-05-08,10,4 -917,12571,13,male,suspected,NA,2015-10-09,8,11 -918,13549,91,female,NA,NA,2015-02-24,9,6 -919,12377,85,male,suspected,2014-09-09,2015-07-04,9,2 -920,12089,95,female,confirmed,2015-07-15,2015-07-16,9,2 -921,12364,89,male,NA,NA,2014-02-07,10,7 -922,13317,22,male,NA,2014-04-03,2014-07-25,10,1 -923,13053,83,male,NA,2015-06-22,2015-04-09,9,5 -924,14751,84,female,NA,2014-10-05,2014-08-06,10,1 -925,14690,75,female,confirmed,2014-03-23,2015-11-17,8,10 -926,13777,60,male,confirmed,2014-05-22,2015-05-14,9,4 -927,12974,53,female,confirmed,NA,2015-03-10,9,6 -928,13053,28,male,NA,NA,2014-02-21,10,7 -929,13859,50,male,NA,NA,2016-05-07,8,4 -930,13713,57,female,NA,NA,2016-06-03,8,3 -931,12569,33,female,suspected,NA,2014-12-15,9,9 -932,12974,52,female,NA,NA,2014-05-13,10,4 -933,13978,90,female,suspected,2014-04-06,2016-02-02,8,7 -934,14762,37,NA,confirmed,2014-08-06,2014-10-09,9,11 -935,12643,47,male,suspected,NA,2015-12-02,8,9 -936,13252,77,female,NA,NA,2014-04-11,10,5 -937,14935,54,male,confirmed,2015-09-14,2016-02-21,8,7 -938,11949,75,male,NA,2014-01-11,2015-04-16,9,5 -939,13083,47,male,suspected,NA,2014-03-03,10,6 -940,14757,55,NA,NA,2015-05-25,2014-05-20,10,4 -941,14958,72,male,NA,NA,2015-06-22,9,3 -942,13409,53,male,NA,2015-04-19,2014-04-22,10,5 -943,13937,48,female,suspected,NA,2016-06-01,8,3 -944,13037,NA,female,suspected,2015-03-25,2015-02-11,9,7 -945,11935,53,male,confirmed,2015-04-28,2015-03-31,9,5 -946,12803,51,female,suspected,NA,2015-03-03,9,6 -947,13957,48,male,NA,2014-12-17,2014-02-12,10,7 -948,14804,75,female,NA,NA,2016-06-11,8,3 -949,13746,24,male,NA,NA,2015-06-02,9,3 -950,12217,81,female,NA,NA,2016-09-03,8,0 -951,13072,53,female,NA,2014-06-18,2014-07-16,10,2 -952,12869,44,male,confirmed,2015-01-01,2014-03-30,10,5 -953,12418,77,female,confirmed,2015-04-09,2014-10-13,9,11 -954,12573,36,male,NA,2015-08-08,2016-01-12,8,8 -955,13821,88,male,NA,2015-08-28,2015-07-05,9,2 -956,12979,58,male,NA,2014-03-11,2014-08-25,10,0 -957,12342,92,female,confirmed,2014-10-27,2016-02-22,8,7 -958,13978,5,male,suspected,NA,2015-11-12,8,10 -959,13479,38,female,confirmed,2015-01-30,2015-04-23,9,5 -960,14604,48,male,NA,2015-07-20,2014-08-15,10,1 -961,14687,63,female,NA,2014-07-05,2014-02-23,10,6 -962,13573,48,female,NA,2014-08-18,2014-11-14,9,10 -963,13275,74,male,NA,2014-06-29,2014-05-20,10,4 -964,12050,70,male,NA,2014-10-13,2016-04-18,8,5 -965,12445,42,female,confirmed,NA,2015-10-23,8,11 -966,13155,89,female,confirmed,NA,2016-02-20,8,7 -967,13228,54,NA,confirmed,2014-10-23,2015-04-12,9,5 -968,14600,79,male,NA,2015-10-29,2015-07-30,9,1 -969,14348,77,NA,confirmed,NA,2016-09-10,8,0 -970,14423,4,female,confirmed,2014-08-12,2015-05-17,9,4 -971,13077,59,female,confirmed,NA,2014-11-20,9,10 -972,13642,37,male,confirmed,2014-04-22,2015-12-27,8,8 -973,14180,35,male,NA,NA,2015-04-25,9,4 -974,12314,94,female,confirmed,2014-11-11,2016-04-06,8,5 -975,13280,86,female,confirmed,2015-04-18,2015-10-13,8,11 -976,14755,68,male,NA,2014-05-04,2014-09-07,10,0 -977,13231,57,female,NA,2014-09-09,2016-03-21,8,6 -978,12668,25,male,confirmed,2014-09-09,2015-07-23,9,2 -979,12284,42,male,NA,2015-10-24,2015-08-11,9,1 -980,14426,97,male,confirmed,NA,2016-01-24,8,7 -981,13295,36,male,NA,NA,2014-11-27,9,9 -982,12979,90,female,confirmed,2015-11-30,2014-10-21,9,11 -983,12655,85,NA,confirmed,2015-04-27,2015-06-15,9,3 -984,13046,82,female,NA,NA,2016-08-23,8,1 -985,12683,9,male,confirmed,NA,2015-10-10,8,11 -986,13298,61,male,suspected,NA,2016-06-24,8,2 -987,12412,46,NA,confirmed,NA,2015-07-25,9,1 -988,12654,54,male,NA,NA,2014-07-31,10,1 -989,12264,100,female,suspected,2014-09-18,2015-03-05,9,6 -990,14440,61,male,confirmed,NA,2015-04-28,9,4 -991,14101,65,male,NA,NA,2016-07-30,8,1 -992,12332,75,male,NA,2015-11-04,2015-07-01,9,2 -993,14756,59,female,confirmed,2014-05-30,2015-03-27,9,5 -994,12562,74,female,suspected,2014-07-06,2014-12-26,9,8 -995,12917,91,female,NA,2015-01-21,2016-02-20,8,7 -996,14923,13,male,NA,2014-03-19,2015-01-09,9,8 -997,13887,77,male,suspected,2014-04-24,2016-02-25,8,6 -998,14863,22,female,NA,2014-11-18,2015-12-20,8,9 -999,12357,49,male,NA,2015-02-22,2015-10-14,8,11 -1000,14254,94,NA,NA,NA,2014-08-14,10,1 -1001,14113,65,female,NA,NA,2014-10-20,9,11 -1002,13373,88,male,confirmed,2015-05-14,2015-08-05,9,1 -1003,12214,54,female,NA,2014-03-11,2014-03-27,10,5 -1004,13926,58,female,suspected,NA,2015-06-06,9,3 -1005,13042,67,female,NA,2014-05-31,2014-04-28,10,4 -1006,13233,5,female,confirmed,NA,2015-11-15,8,10 -1007,13885,93,male,suspected,NA,2015-02-15,9,7 -1008,12632,55,male,NA,2014-09-30,2016-05-28,8,3 -1009,13663,41,male,confirmed,2014-10-31,2014-10-21,9,11 -1010,14363,NA,male,NA,2014-01-08,2015-01-08,9,8 -1011,13944,68,male,confirmed,NA,2016-10-12,7,11 -1012,14614,46,female,NA,2015-08-16,2014-07-05,10,2 -1013,13666,80,female,confirmed,NA,2016-06-15,8,3 -1014,14452,72,male,suspected,2014-08-27,2015-01-03,9,8 -1015,12480,42,male,NA,2014-10-03,2014-11-09,9,10 -1016,14514,28,female,suspected,2015-01-20,2015-12-19,8,9 -1017,14629,16,male,confirmed,NA,2015-07-26,9,1 -1018,12233,77,female,NA,NA,2016-04-26,8,4 -1019,13151,70,male,NA,2015-01-24,2015-06-10,9,3 -1020,13099,8,NA,NA,2015-02-18,2015-07-24,9,2 -1021,12005,67,NA,NA,NA,2014-11-18,9,10 -1022,14018,33,male,suspected,NA,2015-12-20,8,9 -1023,12091,43,female,suspected,2014-06-11,2014-06-14,10,3 -1024,12027,36,female,NA,NA,2014-10-25,9,10 -1025,14685,NA,male,suspected,2014-04-21,2014-07-10,10,2 -1026,13257,88,female,NA,2015-03-01,2015-07-13,9,2 -1027,12095,5,male,NA,NA,2015-11-06,8,10 -1028,12322,22,male,NA,NA,2016-03-16,8,6 -1029,13667,91,male,NA,2015-03-22,2016-09-06,8,0 -1030,14323,80,female,suspected,2015-05-17,2014-08-20,10,1 -1031,13389,76,male,suspected,2015-03-10,2016-03-09,8,6 -1032,12144,11,female,confirmed,NA,2015-04-03,9,5 -1033,14001,46,male,confirmed,NA,2014-12-17,9,9 -1034,13969,72,male,confirmed,NA,2014-06-10,10,3 -1035,14162,52,NA,NA,2014-02-04,2014-07-20,10,2 -1036,14110,74,male,confirmed,2015-08-25,2016-06-27,8,2 -1037,14823,30,female,confirmed,NA,2015-09-01,9,0 -1038,14091,55,male,NA,2015-05-05,2016-04-30,8,4 -1039,14542,89,NA,NA,NA,2015-07-11,9,2 -1040,12453,63,female,NA,2014-11-27,2014-11-08,9,10 -1041,12288,94,male,NA,NA,2014-10-07,9,11 -1042,13270,97,male,NA,2014-09-21,2015-02-27,9,6 -1043,12373,35,female,NA,2014-03-18,2015-07-11,9,2 -1044,13264,76,female,NA,NA,2016-07-07,8,2 -1045,13710,96,female,suspected,2015-01-13,2014-01-06,10,8 -1046,12743,48,female,NA,NA,2015-08-06,9,1 -1047,13189,27,female,NA,NA,2015-12-14,8,9 -1048,13194,72,female,suspected,NA,2015-11-22,8,10 -1049,12502,26,male,suspected,NA,2016-04-28,8,4 -1050,13777,5,female,NA,NA,2016-07-28,8,1 -1051,14599,51,female,confirmed,NA,2014-05-15,10,4 -1052,14995,61,female,NA,2015-09-24,2015-09-17,9,0 -1053,13118,14,female,NA,NA,2015-03-04,9,6 -1054,13631,39,female,suspected,NA,2015-04-17,9,5 -1055,13386,67,male,confirmed,2015-11-14,2014-01-08,10,8 -1056,14408,29,male,NA,NA,2015-03-04,9,6 -1057,14569,21,male,confirmed,NA,2015-08-08,9,1 -1058,12230,80,female,NA,2014-11-08,2016-05-05,8,4 -1059,12471,42,male,confirmed,NA,2015-02-03,9,7 -1060,14997,20,NA,confirmed,2014-09-23,2014-11-22,9,10 -1061,12128,28,male,NA,NA,2016-07-19,8,2 -1062,13418,6,female,NA,NA,2016-05-12,8,4 -1063,13638,69,female,confirmed,NA,2014-11-17,9,10 -1064,14252,6,male,NA,2014-03-22,2016-03-19,8,6 -1065,13929,73,NA,NA,NA,2015-11-25,8,9 -1066,14955,78,male,suspected,2014-12-22,2015-02-08,9,7 -1067,12316,19,female,suspected,NA,2016-09-17,8,0 -1068,12621,10,male,NA,2015-07-07,2016-02-08,8,7 -1069,13093,64,female,confirmed,2014-06-07,2015-06-21,9,3 -1070,13474,13,female,NA,NA,2014-10-16,9,11 -1071,13960,11,female,NA,NA,2015-01-05,9,8 -1072,12011,91,male,NA,2015-02-26,2014-05-18,10,4 -1073,12110,39,female,NA,2015-02-16,2015-08-02,9,1 -1074,12312,88,male,NA,NA,2014-11-20,9,10 -1075,13100,30,female,NA,NA,2015-08-29,9,0 -1076,12435,72,male,NA,2014-04-05,2015-04-22,9,5 -1077,13129,87,female,NA,2015-04-29,2015-08-25,9,0 -1078,13140,19,male,NA,2015-11-01,2016-09-08,8,0 -1079,14670,15,male,suspected,NA,2014-07-12,10,2 -1080,11998,72,male,NA,NA,2015-02-10,9,7 -1081,14865,89,female,NA,NA,2016-10-12,7,11 -1082,14248,78,male,suspected,NA,2015-01-19,9,8 -1083,13122,43,female,NA,2015-06-12,2014-03-20,10,6 -1084,13018,95,male,suspected,2014-07-06,2014-08-12,10,1 -1085,14589,40,female,suspected,2015-07-29,2016-06-21,8,3 -1086,12582,82,female,confirmed,2015-06-12,2015-03-27,9,5 -1087,12924,85,female,confirmed,2014-10-18,2014-11-08,9,10 -1088,12171,51,female,NA,NA,2015-07-26,9,1 -1089,14425,40,male,NA,2014-11-19,2015-01-06,9,8 -1090,14569,13,male,NA,2014-07-19,2015-08-24,9,1 -1091,12802,29,male,NA,NA,2014-11-11,9,10 -1092,14551,79,male,suspected,NA,2016-10-20,7,11 -1093,12040,23,male,NA,2015-11-27,2015-01-29,9,7 -1094,14928,80,female,suspected,2014-10-12,2014-08-19,10,1 -1095,14368,15,male,NA,2015-04-11,2014-11-22,9,10 -1096,12249,14,female,NA,2015-04-04,2016-05-18,8,4 -1097,12269,55,male,confirmed,NA,2015-09-05,9,0 -1098,13405,42,male,NA,2014-04-17,2014-12-03,9,9 -1099,14975,42,male,confirmed,2014-10-08,2014-09-03,10,0 -1100,13096,NA,male,confirmed,2015-10-30,2014-09-16,10,0 -1101,12705,31,male,suspected,NA,2014-12-17,9,9 -1102,14717,53,male,NA,2014-10-07,2016-05-22,8,4 -1103,12564,45,female,suspected,NA,2015-12-19,8,9 -1104,13591,38,male,NA,NA,2016-02-06,8,7 -1105,12404,87,female,NA,2015-01-19,2016-03-02,8,6 -1106,14914,93,female,confirmed,NA,2016-04-05,8,5 -1107,14677,53,NA,suspected,2014-09-03,2016-08-21,8,1 -1108,13355,87,female,suspected,2015-10-12,2015-08-22,9,1 -1109,14672,80,female,NA,2014-04-08,2016-05-27,8,3 -1110,13869,36,male,confirmed,2014-10-22,2014-09-27,9,11 -1111,12497,38,female,NA,2015-11-21,2015-10-30,8,10 -1112,13935,75,male,suspected,NA,2015-11-12,8,10 -1113,12259,94,female,NA,NA,2015-04-12,9,5 -1114,14912,3,male,NA,NA,2014-09-03,10,0 -1115,13931,53,male,NA,2015-08-13,2015-08-26,9,0 -1116,14242,78,male,NA,2015-02-03,2014-04-24,10,5 -1117,14883,32,male,confirmed,2015-01-11,2014-07-03,10,2 -1118,13795,2,female,NA,2014-10-24,2014-12-28,9,8 -1119,12051,7,female,NA,2014-04-28,2016-06-08,8,3 -1120,12758,9,male,suspected,NA,2016-05-21,8,4 -1121,12356,90,male,suspected,2015-11-23,2016-09-17,8,0 -1122,12208,83,male,suspected,NA,2015-01-25,9,7 -1123,12567,37,male,NA,2015-10-31,2014-06-13,10,3 -1124,13780,84,male,confirmed,NA,2015-06-10,9,3 -1125,14116,65,male,confirmed,NA,2016-06-26,8,2 -1126,13450,85,male,confirmed,NA,2014-08-09,10,1 -1127,13153,15,female,confirmed,2014-11-12,2016-03-16,8,6 -1128,11973,3,male,suspected,2015-09-27,2014-04-11,10,5 -1129,14865,66,female,NA,2015-12-02,2016-09-07,8,0 -1130,13231,8,male,NA,NA,2015-01-20,9,8 -1131,12526,39,female,NA,NA,2015-01-07,9,8 -1132,13725,22,female,NA,2015-02-08,2014-09-05,10,0 -1133,13969,8,male,confirmed,2014-05-03,2014-04-17,10,5 -1134,13675,94,female,confirmed,NA,2015-03-05,9,6 -1135,14049,59,male,NA,2015-06-21,2014-10-26,9,10 -1136,12365,75,male,suspected,2014-08-09,2015-08-25,9,0 -1137,12883,17,female,NA,NA,2015-01-02,9,8 -1138,13171,19,female,NA,2015-03-23,2014-09-29,9,11 -1139,12288,7,NA,confirmed,2014-06-16,2014-11-13,9,10 -1140,14254,98,female,NA,NA,2015-01-22,9,8 -1141,13003,50,female,NA,2014-06-08,2015-06-11,9,3 -1142,12573,41,male,confirmed,2015-08-22,2014-11-17,9,10 -1143,12186,68,female,NA,NA,2015-10-20,8,11 -1144,13236,3,male,NA,2015-07-08,2016-11-28,7,9 -1145,13660,70,female,confirmed,2015-03-12,2016-07-07,8,2 -1146,14129,23,male,confirmed,NA,2015-03-22,9,6 -1147,14024,1,female,NA,2015-10-28,2016-09-11,8,0 -1148,11973,57,male,NA,NA,2014-12-23,9,9 -1149,13050,61,female,confirmed,2015-05-21,2016-05-21,8,4 -1150,14280,72,male,NA,2014-10-09,2014-12-18,9,9 -1151,12820,69,NA,NA,2014-08-03,2016-01-04,8,8 -1152,13741,88,male,confirmed,NA,2015-04-03,9,5 -1153,13156,37,female,confirmed,NA,2016-05-30,8,3 -1154,14521,1,female,suspected,NA,2015-08-21,9,1 -1155,13271,55,male,NA,2014-03-19,2015-02-08,9,7 -1156,12169,7,male,suspected,2014-02-21,2016-05-04,8,4 -1157,13798,72,NA,suspected,2015-06-09,2015-01-31,9,7 -1158,14014,88,NA,NA,NA,2014-07-17,10,2 -1159,14352,19,male,NA,NA,2014-03-21,10,6 -1160,12617,20,NA,NA,NA,2016-05-28,8,3 -1161,13783,40,female,NA,2015-05-13,2014-06-09,10,3 -1162,12322,96,female,suspected,2014-09-29,2016-02-24,8,6 -1163,12427,64,female,confirmed,NA,2016-08-16,8,1 -1164,14847,25,male,suspected,NA,2015-04-04,9,5 -1165,12807,54,male,suspected,NA,2014-10-07,9,11 -1166,14848,55,female,NA,2015-09-19,2015-07-31,9,1 -1167,12938,99,male,confirmed,NA,2016-08-29,8,0 -1168,12601,73,female,NA,NA,2015-03-01,9,6 -1169,12342,79,female,confirmed,2015-05-09,2015-08-07,9,1 -1170,12240,64,female,confirmed,2015-10-12,2014-12-24,9,8 -1171,14727,18,male,confirmed,NA,2015-12-09,8,9 -1172,13739,89,female,NA,2015-10-18,2015-08-15,9,1 -1173,12402,97,male,NA,NA,2016-09-04,8,0 -1174,13759,56,male,suspected,2014-07-04,2014-07-19,10,2 -1175,12026,82,female,confirmed,NA,2015-11-25,8,9 -1176,13640,57,NA,NA,2014-06-11,2015-05-22,9,4 -1177,14665,47,male,NA,2015-08-09,2016-07-21,8,2 -1178,11921,61,male,confirmed,NA,2016-08-09,8,1 -1179,11921,52,male,suspected,2014-08-04,2015-03-18,9,6 -1180,14725,84,male,suspected,NA,2015-06-22,9,3 -1181,14443,96,male,NA,2014-02-18,2015-07-08,9,2 -1182,13673,74,female,suspected,2014-03-22,2015-12-07,8,9 -1183,14044,75,male,NA,2014-04-14,2015-04-19,9,5 -1184,12348,15,male,suspected,2015-02-18,2016-05-09,8,4 -1185,12867,50,male,NA,2014-11-30,2016-09-25,7,11 -1186,13858,96,male,NA,2015-02-03,2015-03-29,9,5 -1187,13938,53,NA,NA,NA,2015-06-20,9,3 -1188,13465,25,NA,NA,NA,2014-03-19,10,6 -1189,12875,15,female,NA,NA,2015-03-03,9,6 -1190,13871,23,male,NA,2015-11-29,2014-10-12,9,11 -1191,13711,45,female,confirmed,2015-10-26,2016-09-01,8,0 -1192,13731,36,male,suspected,NA,2015-11-11,8,10 -1193,12432,86,female,NA,2014-05-19,2015-08-08,9,1 -1194,13747,77,male,suspected,NA,2016-07-08,8,2 -1195,14183,8,NA,NA,NA,2015-05-23,9,4 -1196,12229,1,female,suspected,2015-03-05,2015-04-02,9,5 -1197,14052,17,male,NA,NA,2015-08-06,9,1 -1198,12202,8,male,confirmed,NA,2016-09-24,7,11 -1199,12306,1,female,NA,2014-02-24,2014-06-08,10,3 -1200,11926,14,male,confirmed,NA,2014-07-16,10,2 -1201,13639,79,male,NA,2015-03-28,2016-04-09,8,5 -1202,13491,49,male,NA,2014-10-25,2014-11-02,9,10 -1203,11948,5,female,NA,2014-08-25,2014-06-16,10,3 -1204,13819,54,female,NA,NA,2014-09-15,10,0 -1205,13973,66,female,NA,2014-11-08,2014-07-15,10,2 -1206,12537,70,female,NA,2014-05-27,2015-06-10,9,3 -1207,12539,80,female,NA,NA,2014-10-22,9,11 -1208,14716,93,female,suspected,NA,2015-10-26,8,10 -1209,12884,58,female,suspected,NA,2016-02-11,8,7 -1210,14642,95,female,suspected,NA,2016-10-19,7,11 -1211,13545,48,male,NA,2015-05-06,2015-04-20,9,5 -1212,12161,31,male,confirmed,NA,2014-09-28,9,11 -1213,12698,28,male,NA,NA,2015-08-22,9,1 -1214,12791,100,male,suspected,2014-08-31,2014-01-05,10,8 -1215,12687,67,male,suspected,NA,2016-11-01,7,10 -1216,12896,83,male,confirmed,2014-08-03,2014-12-05,9,9 -1217,13827,88,female,NA,2015-07-01,2015-05-26,9,3 -1218,13511,67,male,confirmed,2015-01-16,2014-06-25,10,2 -1219,13351,9,female,suspected,2014-12-04,2015-11-27,8,9 -1220,13889,43,NA,suspected,2015-07-02,2015-03-21,9,6 -1221,11972,98,female,NA,NA,2014-09-04,10,0 -1222,14211,62,female,confirmed,2014-08-09,2015-11-29,8,9 -1223,13779,18,male,suspected,NA,2014-10-30,9,10 -1224,13863,95,male,NA,NA,2015-07-23,9,2 -1225,13495,89,female,confirmed,NA,2014-06-14,10,3 -1226,13937,85,female,NA,NA,2016-04-10,8,5 -1227,14354,41,male,confirmed,2015-01-16,2015-08-09,9,1 -1228,13054,42,male,confirmed,NA,2014-11-23,9,10 -1229,12181,39,female,suspected,NA,2014-04-04,10,5 -1230,12636,6,male,confirmed,2014-11-08,2014-05-29,10,3 -1231,13255,5,NA,NA,2015-06-18,2016-10-16,7,11 -1232,14484,85,male,suspected,2014-09-24,2014-11-19,9,10 -1233,14865,79,female,suspected,2015-07-31,2014-08-11,10,1 -1234,12069,20,female,suspected,2014-12-10,2015-09-15,9,0 -1235,14324,93,female,confirmed,2014-05-03,2016-11-20,7,10 -1236,13890,61,male,NA,2014-04-26,2015-04-29,9,4 -1237,13547,56,female,suspected,2014-01-11,2014-08-10,10,1 -1238,12604,36,female,NA,NA,2015-01-27,9,7 -1239,13729,11,female,suspected,2014-12-25,2015-03-28,9,5 -1240,14559,38,male,confirmed,2014-11-08,2014-06-28,10,2 -1241,14267,96,male,NA,NA,2015-10-29,8,10 -1242,13521,85,female,NA,2014-07-08,2016-01-16,8,8 -1243,13632,23,female,NA,2014-03-19,2016-10-15,7,11 -1244,13129,76,female,NA,2014-03-11,2015-05-19,9,4 -1245,13718,14,male,NA,NA,2016-05-06,8,4 -1246,14026,100,female,NA,NA,2015-05-01,9,4 -1247,12491,18,female,confirmed,NA,2016-08-10,8,1 -1248,11915,15,male,confirmed,NA,2016-06-13,8,3 -1249,12885,90,male,NA,NA,2015-05-23,9,4 -1250,13530,68,female,suspected,NA,2016-04-19,8,5 -1251,14009,67,male,suspected,2014-03-24,2015-06-17,9,3 -1252,12059,40,male,suspected,2015-11-20,2016-05-26,8,3 -1253,13422,64,male,suspected,NA,2014-03-17,10,6 -1254,13039,NA,male,NA,NA,2016-07-11,8,2 -1255,14488,62,female,suspected,2014-10-27,2015-02-04,9,7 -1256,13694,51,male,confirmed,NA,2016-01-11,8,8 -1257,12130,42,female,confirmed,NA,2015-01-28,9,7 -1258,13149,57,female,NA,NA,2014-06-13,10,3 -1259,14813,58,male,NA,NA,2014-11-23,9,10 -1260,14800,92,female,confirmed,NA,2015-06-12,9,3 -1261,13762,25,female,confirmed,2014-09-25,2016-03-03,8,6 -1262,13917,3,male,confirmed,2014-09-20,2015-08-22,9,1 -1263,13165,76,male,NA,2014-08-30,2015-08-29,9,0 -1264,13300,67,male,NA,2014-03-29,2014-08-31,10,0 -1265,14596,70,female,suspected,NA,2014-12-10,9,9 -1266,14036,68,male,suspected,NA,2016-04-14,8,5 -1267,13919,83,male,suspected,2014-02-27,2016-09-23,8,0 -1268,14398,27,male,suspected,2015-10-22,2014-12-12,9,9 -1269,14063,0,female,confirmed,NA,2016-03-01,8,6 -1270,12596,74,female,suspected,2015-06-26,2016-10-29,7,10 -1271,12556,18,female,confirmed,NA,2015-10-30,8,10 -1272,13914,16,male,NA,2015-12-11,2016-06-14,8,3 -1273,14825,92,NA,NA,NA,2015-08-01,9,1 -1274,13908,70,female,suspected,NA,2014-08-18,10,1 -1275,14520,6,male,NA,NA,2015-05-23,9,4 -1276,14157,57,male,suspected,NA,2014-08-26,10,0 -1277,13380,62,female,NA,NA,2015-10-28,8,10 -1278,14448,50,female,suspected,2014-10-05,2014-04-20,10,5 -1279,14658,33,male,suspected,2015-10-15,2014-02-18,10,7 -1280,14536,89,female,NA,2015-01-09,2015-01-23,9,8 -1281,13550,47,female,NA,2015-03-03,2014-06-03,10,3 -1282,13416,63,female,confirmed,2015-06-26,2015-07-27,9,1 -1283,11913,65,male,NA,2014-07-16,2015-10-12,8,11 -1284,14773,79,male,NA,NA,2015-04-11,9,5 -1285,13140,74,NA,confirmed,2014-12-23,2016-11-23,7,9 -1286,12672,99,female,confirmed,NA,2014-09-02,10,0 -1287,14205,79,NA,NA,2014-05-15,2014-11-28,9,9 -1288,12540,58,male,NA,NA,2016-04-05,8,5 -1289,13940,39,male,suspected,NA,2016-07-11,8,2 -1290,11927,10,male,NA,NA,2016-01-20,8,8 -1291,14845,7,male,NA,2014-03-16,2016-04-07,8,5 -1292,11935,0,male,NA,2015-09-22,2016-09-02,8,0 -1293,13948,53,female,NA,2014-10-16,2014-10-06,9,11 -1294,14548,30,male,confirmed,2014-10-24,2014-12-15,9,9 -1295,13179,35,female,NA,2014-10-04,2014-06-23,10,3 -1296,13931,98,male,NA,2015-02-01,2016-05-31,8,3 -1297,12605,39,female,NA,NA,2014-09-08,10,0 -1298,12251,48,male,NA,NA,2014-11-24,9,9 -1299,14893,78,male,suspected,2015-06-25,2014-09-07,10,0 -1300,12069,90,male,suspected,NA,2014-11-14,9,10 -1301,13581,91,NA,confirmed,2014-04-09,2016-01-17,8,8 -1302,11966,27,NA,confirmed,NA,2014-11-18,9,10 -1303,13802,29,female,suspected,2015-09-13,2015-11-19,8,10 -1304,12365,33,female,NA,NA,2014-12-12,9,9 -1305,13434,77,male,NA,2014-09-30,2015-10-07,8,11 -1306,13418,27,female,NA,2015-02-04,2014-12-18,9,9 -1307,14844,80,female,NA,2014-09-25,2014-06-18,10,3 -1308,12141,23,female,NA,NA,2014-11-18,9,10 -1309,13401,56,NA,confirmed,2015-02-04,2014-08-24,10,1 -1310,13038,48,female,suspected,NA,2014-07-23,10,2 -1311,12739,67,female,NA,2014-09-16,2014-07-03,10,2 -1312,13897,6,female,NA,NA,2015-06-16,9,3 -1313,12975,87,female,NA,2015-05-21,2014-10-09,9,11 -1314,14103,93,male,NA,2015-06-01,2015-11-26,8,9 -1315,13586,53,female,suspected,2014-04-14,2015-04-14,9,5 -1316,12469,74,female,NA,2014-09-04,2014-09-15,10,0 -1317,12840,3,male,NA,2015-03-26,2015-01-05,9,8 -1318,13569,38,female,NA,NA,2014-12-29,9,8 -1319,13105,89,female,confirmed,2014-12-13,2014-10-26,9,10 -1320,12843,55,female,NA,2015-02-14,2015-02-18,9,7 -1321,13424,33,female,NA,NA,2014-11-19,9,10 -1322,14558,60,female,suspected,NA,2014-09-08,10,0 -1323,14832,78,female,NA,NA,2015-07-10,9,2 -1324,14912,90,NA,NA,2015-08-09,2015-01-28,9,7 -1325,13303,65,female,NA,2015-08-01,2014-01-12,10,8 -1326,12394,71,male,suspected,2014-03-13,2014-05-06,10,4 -1327,13736,58,male,suspected,2015-02-04,2015-07-17,9,2 -1328,13984,98,male,NA,2014-04-19,2016-04-06,8,5 -1329,12818,91,female,suspected,2015-05-11,2015-07-10,9,2 -1330,14711,53,female,suspected,NA,2016-08-05,8,1 -1331,12219,57,female,NA,NA,2014-10-10,9,11 -1332,11966,67,male,NA,NA,2014-07-07,10,2 -1333,13931,68,NA,NA,NA,2014-06-19,10,3 -1334,12418,14,male,suspected,NA,2014-05-14,10,4 -1335,12092,10,female,suspected,2015-07-25,2014-08-19,10,1 -1336,12830,19,male,confirmed,NA,2016-02-19,8,7 -1337,13432,82,female,suspected,NA,2014-09-20,10,0 -1338,14566,97,male,confirmed,NA,2016-01-14,8,8 -1339,12996,15,male,NA,NA,2015-09-11,9,0 -1340,13130,57,female,confirmed,2015-07-09,2016-01-30,8,7 -1341,13266,35,male,NA,NA,2014-07-09,10,2 -1342,14767,39,NA,confirmed,2014-02-11,2014-12-25,9,8 -1343,12666,46,female,confirmed,2014-06-12,2014-08-20,10,1 -1344,12639,91,female,suspected,NA,2015-05-30,9,3 -1345,13305,67,male,NA,2014-05-16,2016-11-17,7,10 -1346,13573,67,NA,NA,2014-09-18,2014-08-24,10,1 -1347,11907,21,female,confirmed,2015-09-20,2016-10-20,7,11 -1348,12303,75,female,suspected,2015-03-29,2014-09-01,10,0 -1349,14224,13,female,NA,2015-04-12,2015-02-27,9,6 -1350,13410,67,female,suspected,2015-09-15,2014-12-13,9,9 -1351,11957,52,male,NA,2014-07-21,2015-04-20,9,5 -1352,13992,14,male,suspected,2014-03-30,2015-01-02,9,8 -1353,12682,97,male,confirmed,NA,2015-01-26,9,7 -1354,11994,48,female,NA,2015-10-15,2016-05-14,8,4 -1355,13407,82,female,NA,NA,2015-09-12,9,0 -1356,12487,25,female,suspected,NA,2015-06-04,9,3 -1357,13934,81,female,suspected,2015-03-25,2014-08-03,10,1 -1358,14735,6,female,suspected,2014-12-21,2015-04-14,9,5 -1359,14762,77,male,NA,NA,2015-05-30,9,3 -1360,13281,62,male,confirmed,2014-07-30,2014-05-18,10,4 -1361,13945,39,male,suspected,NA,2014-06-05,10,3 -1362,13014,78,female,NA,2015-08-01,2015-05-05,9,4 -1363,12473,60,male,suspected,2014-11-03,2014-05-04,10,4 -1364,12319,98,female,confirmed,2014-06-09,2015-06-01,9,3 -1365,12318,97,female,NA,NA,2014-06-19,10,3 -1366,12588,43,female,suspected,2015-01-16,2015-04-09,9,5 -1367,12994,26,male,NA,NA,2015-07-29,9,1 -1368,12021,40,male,confirmed,2014-10-16,2016-08-21,8,1 -1369,12479,25,male,confirmed,2014-08-07,2015-04-20,9,5 -1370,14909,31,female,NA,2014-09-16,2015-08-12,9,1 -1371,12118,70,male,suspected,2015-09-07,2014-06-30,10,2 -1372,12340,98,female,NA,NA,2015-11-01,8,10 -1373,13753,1,female,NA,NA,2015-03-24,9,6 -1374,13086,35,male,suspected,NA,2015-08-02,9,1 -1375,12904,4,male,confirmed,2014-05-25,2016-12-05,7,9 -1376,12017,63,male,confirmed,NA,2016-11-17,7,10 -1377,13749,41,female,NA,NA,2015-04-27,9,4 -1378,12975,56,male,NA,NA,2015-05-11,9,4 -1379,14080,1,female,NA,2015-04-30,2014-11-04,9,10 -1380,12921,74,female,NA,2015-05-31,2014-11-18,9,10 -1381,13298,55,male,NA,NA,2015-03-22,9,6 -1382,14346,24,male,NA,NA,2014-03-05,10,6 -1383,13217,49,female,confirmed,NA,2014-12-15,9,9 -1384,14738,73,NA,suspected,2015-12-06,2015-04-02,9,5 -1385,12739,62,female,suspected,NA,2014-06-12,10,3 -1386,12246,83,NA,NA,2015-08-23,2015-01-10,9,8 -1387,14413,12,male,suspected,2014-04-26,2015-05-27,9,3 -1388,13634,40,male,confirmed,2015-09-06,2014-07-03,10,2 -1389,12519,47,female,confirmed,NA,2016-10-26,7,10 -1390,14486,17,female,NA,2014-06-04,2015-01-03,9,8 -1391,14196,21,female,suspected,NA,2016-06-03,8,3 -1392,12511,32,female,NA,2014-02-06,2014-03-11,10,6 -1393,14637,63,male,NA,2015-01-31,2016-01-29,8,7 -1394,13178,98,male,confirmed,NA,2015-07-03,9,2 -1395,12366,78,female,NA,2014-11-06,2015-06-24,9,3 -1396,12558,20,male,confirmed,2015-03-27,2014-08-26,10,0 -1397,13625,97,male,NA,2015-08-30,2016-04-26,8,4 -1398,12246,70,female,confirmed,NA,2015-01-02,9,8 -1399,13348,61,female,suspected,2015-11-09,2015-04-01,9,5 -1400,12438,26,male,suspected,2014-11-17,2015-04-15,9,5 -1401,13596,89,female,suspected,2014-08-12,2014-10-30,9,10 -1402,13253,14,male,confirmed,2014-06-26,2015-11-24,8,9 -1403,12816,75,NA,suspected,2015-03-27,2016-06-05,8,3 -1404,12185,59,female,NA,NA,2014-12-31,9,8 -1405,13191,64,female,confirmed,2015-11-16,2015-03-17,9,6 -1406,14877,23,female,confirmed,2015-10-12,2014-07-27,10,1 -1407,12809,42,female,confirmed,NA,2016-03-26,8,5 -1408,13605,28,female,NA,2014-10-06,2014-07-30,10,1 -1409,13426,25,male,NA,NA,2015-03-18,9,6 -1410,13091,58,male,NA,2014-09-10,2016-10-23,7,11 -1411,12724,62,male,NA,2015-05-27,2015-05-03,9,4 -1412,12320,61,female,suspected,NA,2015-08-31,9,0 -1413,13710,82,male,confirmed,2014-12-29,2015-08-29,9,0 -1414,12447,10,female,NA,NA,2015-08-02,9,1 -1415,13696,24,NA,NA,2015-01-26,2014-11-28,9,9 -1416,12620,54,NA,NA,2014-04-20,2016-04-13,8,5 -1417,12711,16,male,suspected,NA,2015-04-16,9,5 -1418,14057,NA,female,suspected,2014-02-27,2014-08-21,10,1 -1419,14934,98,male,NA,2014-03-31,2014-08-21,10,1 -1420,12472,45,male,confirmed,2015-10-21,2014-10-06,9,11 -1421,13222,18,male,NA,2015-03-13,2015-09-18,9,0 -1422,13062,49,male,NA,2014-10-18,2014-10-22,9,11 -1423,12479,100,male,NA,NA,2014-12-01,9,9 -1424,12252,88,NA,confirmed,2014-04-10,2014-10-15,9,11 -1425,13560,49,female,confirmed,NA,2014-10-06,9,11 -1426,14827,82,female,confirmed,2014-09-04,2016-07-24,8,2 -1427,13119,11,male,confirmed,2015-01-17,2016-10-03,7,11 -1428,14415,49,male,NA,2015-02-08,2015-05-03,9,4 -1429,14784,44,NA,NA,2015-08-22,2016-07-21,8,2 -1430,13590,77,female,confirmed,2015-03-14,2016-04-05,8,5 -1431,14156,95,male,suspected,2015-05-25,2014-11-13,9,10 -1432,14366,9,female,confirmed,NA,2015-11-09,8,10 -1433,14959,5,female,NA,NA,2014-08-07,10,1 -1434,13969,20,female,NA,2015-05-29,2015-02-23,9,6 -1435,13147,12,female,confirmed,2014-12-25,2016-08-05,8,1 -1436,14447,83,male,suspected,2014-03-07,2016-10-16,7,11 -1437,12305,2,female,suspected,2015-11-11,2016-05-10,8,4 -1438,13745,67,male,NA,2015-09-10,2014-08-17,10,1 -1439,13757,1,male,NA,NA,2014-06-22,10,3 -1440,13128,31,male,NA,2014-05-23,2014-08-22,10,1 -1441,12933,25,female,suspected,2014-02-27,2016-01-29,8,7 -1442,14316,91,female,suspected,2015-02-10,2015-05-31,9,3 -1443,12710,37,male,NA,NA,2015-12-08,8,9 -1444,14215,65,male,NA,2015-06-26,2016-04-19,8,5 -1445,11918,92,female,NA,2014-04-06,2014-12-08,9,9 -1446,14078,97,NA,suspected,NA,2015-04-07,9,5 -1447,13043,90,male,NA,NA,2015-04-23,9,5 -1448,13177,94,NA,confirmed,2014-12-28,2014-07-15,10,2 -1449,12746,16,female,NA,2014-02-21,2014-09-17,10,0 -1450,14896,84,female,NA,2015-03-29,2015-04-13,9,5 -1451,12911,6,female,suspected,NA,2015-03-26,9,5 -1452,13397,87,NA,NA,NA,2014-06-23,10,3 -1453,13660,41,NA,suspected,2015-05-02,2014-06-12,10,3 -1454,14442,17,female,NA,2014-05-20,2015-05-12,9,4 -1455,14113,96,male,suspected,NA,2015-07-02,9,2 -1456,12437,10,female,suspected,2015-02-06,2015-06-08,9,3 -1457,12048,2,female,NA,2014-09-17,2016-04-24,8,4 -1458,14693,13,male,suspected,NA,2015-01-07,9,8 -1459,14835,18,female,NA,NA,2015-04-24,9,5 -1460,14909,75,male,suspected,2014-10-18,2015-03-30,9,5 -1461,13968,38,male,confirmed,2014-09-06,2014-02-22,10,7 -1462,13848,65,female,NA,2015-11-23,2016-07-02,8,2 -1463,12911,93,female,NA,2015-05-02,2015-07-26,9,1 -1464,13565,70,male,NA,2015-05-26,2015-07-08,9,2 -1465,12350,15,female,suspected,NA,2014-05-23,10,4 -1466,12547,39,female,confirmed,2014-02-05,2015-06-17,9,3 -1467,14916,78,male,NA,NA,2016-02-21,8,7 -1468,12015,17,male,confirmed,NA,2016-06-15,8,3 -1469,14143,80,male,suspected,NA,2014-12-20,9,9 -1470,13050,87,female,suspected,2015-07-04,2016-05-20,8,4 -1471,13106,60,male,confirmed,NA,2015-03-15,9,6 -1472,14372,45,male,confirmed,2015-05-12,2014-04-30,10,4 -1473,13088,21,female,suspected,NA,2015-01-16,9,8 -1474,12069,0,male,confirmed,2015-10-05,2015-11-02,8,10 -1475,14075,36,NA,suspected,2014-03-23,2016-02-17,8,7 -1476,11941,5,female,suspected,2014-11-03,2014-03-03,10,6 -1477,12742,97,male,NA,NA,2015-02-04,9,7 -1478,12593,43,male,NA,NA,2014-05-08,10,4 -1479,12838,29,female,NA,NA,2015-05-10,9,4 -1480,14603,63,male,NA,2015-03-08,2014-11-12,9,10 -1481,14305,99,female,suspected,2015-08-26,2015-03-12,9,6 -1482,12461,56,male,NA,NA,2014-04-26,10,4 -1483,12058,5,male,NA,NA,2014-11-30,9,9 -1484,14320,73,male,suspected,NA,2014-09-25,9,11 -1485,14215,76,female,NA,2014-03-06,2016-08-31,8,0 -1486,14588,17,female,NA,NA,2015-01-22,9,8 -1487,14883,56,female,NA,2014-09-11,2014-09-18,10,0 -1488,14852,50,male,NA,NA,2016-04-28,8,4 -1489,11953,43,male,NA,NA,2015-12-19,8,9 -1490,14106,98,female,NA,2015-04-14,2016-12-08,7,9 -1491,14508,89,male,suspected,2014-11-24,2015-12-14,8,9 -1492,14249,48,male,NA,NA,2015-02-22,9,7 -1493,12016,95,male,NA,NA,2014-10-04,9,11 -1494,14197,NA,female,NA,2014-09-18,2015-07-05,9,2 -1495,14133,55,male,NA,2014-09-21,2015-10-09,8,11 -1496,13676,55,male,suspected,NA,2015-05-26,9,3 -1497,14043,18,female,confirmed,NA,2015-05-09,9,4 -1498,13690,5,female,NA,NA,2014-10-13,9,11 -1499,13120,72,NA,confirmed,NA,2016-12-06,7,9 -1500,14608,97,NA,suspected,NA,2016-01-10,8,8 -1501,13980,54,NA,NA,2014-11-28,2014-09-02,10,0 -1502,13364,13,female,suspected,2015-07-25,2016-07-20,8,2 -1503,14082,74,NA,confirmed,NA,2015-07-16,9,2 -1504,12377,11,female,NA,NA,2015-04-23,9,5 -1505,12566,77,female,suspected,2015-07-21,2015-03-02,9,6 -1506,13439,61,male,suspected,2015-02-05,2014-06-23,10,3 -1507,13685,90,male,suspected,NA,2015-08-27,9,0 -1508,13477,56,female,NA,2014-05-27,2015-08-17,9,1 -1509,13041,95,female,confirmed,2015-09-26,2016-01-22,8,8 -1510,12099,42,female,suspected,2015-03-06,2015-03-26,9,5 -1511,12955,22,female,suspected,2015-01-20,2014-09-25,9,11 -1512,12678,93,male,NA,NA,2015-10-15,8,11 -1513,12007,58,NA,confirmed,NA,2015-03-21,9,6 -1514,13554,36,male,confirmed,2015-03-25,2016-05-17,8,4 -1515,14293,66,female,NA,2014-12-09,2015-06-19,9,3 -1516,12672,85,male,NA,2015-10-16,2016-09-30,7,11 -1517,14003,0,female,NA,NA,2014-06-25,10,2 -1518,11984,16,male,NA,2015-01-21,2016-09-02,8,0 -1519,14510,67,male,confirmed,2014-12-31,2016-05-30,8,3 -1520,12552,30,NA,NA,2014-10-20,2015-06-29,9,2 -1521,14166,3,female,confirmed,NA,2014-07-29,10,1 -1522,14079,10,male,confirmed,2014-05-27,2015-10-25,8,10 -1523,12122,84,NA,NA,2014-11-29,2014-05-26,10,3 -1524,12283,66,male,NA,2015-10-15,2016-03-24,8,6 -1525,13661,19,male,suspected,2014-12-18,2015-03-26,9,5 -1526,14499,43,female,NA,NA,2014-10-19,9,11 -1527,12388,29,male,NA,NA,2014-09-16,10,0 -1528,12846,38,female,NA,2014-03-05,2014-06-28,10,2 -1529,12781,89,male,suspected,2015-08-30,2016-08-25,8,0 -1530,13768,35,female,confirmed,NA,2015-07-06,9,2 -1531,13997,3,male,NA,2015-11-08,2014-10-20,9,11 -1532,13221,38,male,NA,2014-02-27,2016-04-02,8,5 -1533,14629,82,female,suspected,2014-10-06,2015-08-26,9,0 -1534,12608,18,NA,NA,2014-08-06,2016-11-25,7,9 -1535,11987,53,male,confirmed,NA,2016-09-04,8,0 -1536,13188,76,female,suspected,2014-12-29,2014-07-09,10,2 -1537,12980,40,male,NA,NA,2014-05-27,10,3 -1538,13506,30,male,suspected,2014-08-24,2016-11-22,7,10 -1539,13046,15,NA,NA,2014-03-14,2015-08-07,9,1 -1540,13117,22,male,NA,NA,2016-10-14,7,11 -1541,14454,86,male,confirmed,NA,2015-12-29,8,8 -1542,12071,100,male,NA,2015-09-11,2014-06-08,10,3 -1543,12035,NA,male,confirmed,2014-01-09,2015-01-14,9,8 -1544,13825,48,male,NA,NA,2015-07-27,9,1 -1545,14531,83,male,suspected,2015-11-09,2014-11-18,9,10 -1546,12546,12,male,NA,2014-05-05,2014-08-06,10,1 -1547,14667,55,female,confirmed,2015-03-20,2014-11-10,9,10 -1548,13769,93,male,NA,2014-07-06,2016-09-16,8,0 -1549,13005,77,male,NA,NA,2015-06-08,9,3 -1550,13170,82,NA,NA,2015-06-24,2015-04-20,9,5 -1551,12539,81,female,NA,2015-08-03,2014-03-27,10,5 -1552,14162,32,male,NA,NA,2014-11-03,9,10 -1553,14360,60,NA,confirmed,2015-11-24,2015-04-03,9,5 -1554,13642,12,female,NA,2015-07-11,2014-12-03,9,9 -1555,14120,93,female,NA,NA,2014-06-30,10,2 -1556,14335,7,NA,confirmed,2014-09-26,2016-01-15,8,8 -1557,14532,50,NA,NA,2014-12-07,2015-07-19,9,2 -1558,12850,58,female,confirmed,NA,2015-02-18,9,7 -1559,12569,33,male,confirmed,NA,2016-07-28,8,1 -1560,13704,55,male,NA,2015-01-22,2015-08-14,9,1 -1561,12667,81,male,NA,NA,2016-06-20,8,3 -1562,14773,61,male,confirmed,NA,2014-07-13,10,2 -1563,13670,22,male,NA,2014-12-31,2015-08-26,9,0 -1564,12582,50,female,suspected,NA,2014-11-10,9,10 -1565,13854,18,female,NA,NA,2014-08-23,10,1 -1566,14568,59,male,NA,2015-10-09,2016-08-08,8,1 -1567,14268,26,male,NA,NA,2015-09-01,9,0 -1568,12508,19,male,NA,NA,2014-12-20,9,9 -1569,13111,58,male,confirmed,NA,2014-06-27,10,2 -1570,12164,96,male,suspected,NA,2015-09-06,9,0 -1571,14613,98,NA,NA,NA,2015-02-06,9,7 -1572,14984,100,female,NA,2014-07-27,2014-12-16,9,9 -1573,13899,18,male,NA,2015-09-01,2015-07-06,9,2 -1574,14573,71,female,confirmed,2015-01-12,2015-10-21,8,11 -1575,13290,16,male,confirmed,NA,2016-10-16,7,11 -1576,12083,33,female,NA,NA,2015-01-07,9,8 -1577,12466,44,male,suspected,2015-03-20,2015-09-13,9,0 -1578,14014,NA,female,confirmed,NA,2015-07-08,9,2 -1579,13821,4,female,NA,2015-10-20,2014-08-14,10,1 -1580,11987,9,male,NA,2015-03-13,2014-11-06,9,10 -1581,13469,80,NA,confirmed,2014-04-15,2014-01-10,10,8 -1582,13199,25,female,suspected,NA,2016-09-28,7,11 -1583,13456,72,NA,confirmed,2014-06-27,NA,NA,NA -1584,14208,91,female,confirmed,NA,2015-09-28,8,11 -1585,14608,0,female,confirmed,2014-08-03,2016-04-20,8,5 -1586,14921,34,male,NA,2014-05-14,2015-08-16,9,1 -1587,12680,17,male,NA,2015-10-16,2015-03-16,9,6 -1588,14006,97,male,suspected,2015-10-17,2014-05-24,10,4 -1589,14319,21,male,NA,2015-09-08,2015-04-25,9,4 -1590,12956,63,NA,NA,2014-07-17,2014-08-25,10,0 -1591,12673,45,male,suspected,2014-03-16,2014-05-07,10,4 -1592,12602,51,female,suspected,2015-02-02,2014-02-26,10,6 -1593,13385,74,female,suspected,2014-10-20,2015-05-03,9,4 -1594,14027,69,male,suspected,2014-04-04,2014-07-14,10,2 -1595,12647,12,female,NA,NA,2014-09-24,9,11 -1596,12844,75,female,NA,2015-11-26,2014-06-28,10,2 -1597,14680,17,male,confirmed,NA,2014-10-30,9,10 -1598,12668,66,male,NA,2015-04-23,2014-10-11,9,11 -1599,12996,36,female,NA,NA,2015-04-12,9,5 -1600,14997,84,male,NA,2015-09-26,2014-12-28,9,8 -1601,13790,90,female,NA,2015-03-11,2014-09-05,10,0 -1602,12074,91,NA,NA,2014-08-25,2016-04-18,8,5 -1603,14645,NA,female,suspected,2015-05-30,2015-05-10,9,4 -1604,13427,33,female,NA,2014-03-09,2014-09-24,9,11 -1605,13984,87,male,confirmed,NA,2014-09-14,10,0 -1606,12073,70,male,NA,2014-04-30,2015-05-24,9,4 -1607,14296,92,male,NA,2014-11-13,2014-11-13,9,10 -1608,13474,38,male,NA,2014-03-13,2014-05-11,10,4 -1609,13528,88,female,NA,2015-09-19,2014-12-08,9,9 -1610,13596,9,male,NA,2014-09-04,2014-10-22,9,11 -1611,12043,18,female,NA,2015-11-27,2014-07-10,10,2 -1612,12842,1,male,confirmed,2015-04-13,2014-11-29,9,9 -1613,11952,38,NA,NA,2015-05-10,2016-01-16,8,8 -1614,12620,49,male,suspected,NA,2014-05-11,10,4 -1615,13596,82,male,NA,2014-01-09,2016-06-13,8,3 -1616,14122,55,NA,NA,NA,2014-11-28,9,9 -1617,14124,88,female,NA,NA,2016-09-30,7,11 -1618,12277,28,female,NA,2015-07-14,2014-11-27,9,9 -1619,14325,79,male,suspected,2014-03-07,2016-04-09,8,5 -1620,13290,71,male,NA,NA,2014-10-15,9,11 -1621,12699,24,female,suspected,2015-07-01,2014-09-07,10,0 -1622,13159,65,male,suspected,NA,2015-02-09,9,7 -1623,14643,8,NA,NA,2014-12-24,2014-08-14,10,1 -1624,13372,41,male,confirmed,2014-05-04,2014-11-28,9,9 -1625,13203,14,female,confirmed,2015-11-02,2016-06-08,8,3 -1626,13246,18,NA,NA,NA,2015-11-14,8,10 -1627,12388,63,male,NA,2014-04-21,2016-12-10,7,9 -1628,13786,61,male,NA,2015-02-03,2014-04-11,10,5 -1629,12670,29,female,NA,2015-06-25,2015-02-22,9,7 -1630,12397,20,male,confirmed,NA,2014-02-27,10,6 -1631,12065,78,female,confirmed,2014-04-08,2014-02-18,10,7 -1632,14501,50,female,suspected,2015-10-05,2015-08-07,9,1 -1633,13099,70,female,confirmed,NA,2014-06-22,10,3 -1634,12674,100,NA,NA,2014-10-14,2015-03-11,9,6 -1635,12695,73,male,NA,2015-07-16,2014-09-17,10,0 -1636,12334,46,female,NA,NA,2014-11-01,9,10 -1637,13270,92,female,NA,NA,2015-07-10,9,2 -1638,13721,33,female,suspected,2015-11-21,2014-01-10,10,8 -1639,13800,59,female,NA,NA,2014-08-12,10,1 -1640,12475,79,male,suspected,NA,2015-05-12,9,4 -1641,12196,75,female,NA,NA,2014-04-24,10,5 -1642,12175,75,female,confirmed,2015-03-03,2014-07-11,10,2 -1643,12998,29,female,NA,2015-11-08,2015-01-05,9,8 -1644,13297,92,female,suspected,2014-03-07,2015-03-10,9,6 -1645,13103,12,NA,confirmed,2014-07-29,2016-01-03,8,8 -1646,12968,48,female,confirmed,2014-08-15,2016-10-22,7,11 -1647,13508,45,male,NA,2014-10-06,2015-02-23,9,6 -1648,12555,30,NA,NA,2015-03-30,2014-12-22,9,9 -1649,12109,7,female,confirmed,NA,2014-10-04,9,11 -1650,12058,32,female,confirmed,2015-01-28,2014-03-28,10,5 -1651,14303,43,female,NA,NA,2015-11-28,8,9 -1652,12670,59,female,NA,2014-10-08,2014-12-25,9,8 -1653,12075,78,NA,confirmed,NA,2014-10-03,9,11 -1654,14623,99,female,NA,NA,2016-01-17,8,8 -1655,13411,25,male,confirmed,2015-07-30,2015-05-29,9,3 -1656,13081,3,male,confirmed,2014-02-27,2014-06-19,10,3 -1657,13883,57,female,NA,2014-07-21,2014-12-30,9,8 -1658,12295,63,female,NA,NA,2015-06-07,9,3 -1659,13585,65,NA,confirmed,2015-04-29,2014-05-27,10,3 -1660,14886,93,male,NA,2015-12-10,2014-11-12,9,10 -1661,14068,99,NA,suspected,NA,2015-03-12,9,6 -1662,12629,92,male,NA,2014-04-09,2015-09-12,9,0 -1663,14750,53,female,confirmed,2015-09-02,2015-03-27,9,5 -1664,13898,92,male,confirmed,NA,2015-04-25,9,4 -1665,12959,54,NA,NA,NA,2016-07-01,8,2 -1666,14315,41,female,NA,2014-09-08,2015-11-10,8,10 -1667,14196,13,male,NA,2015-09-21,2015-08-18,9,1 -1668,12661,30,male,NA,2014-08-25,2016-11-04,7,10 -1669,13108,10,male,NA,2015-10-15,2016-01-10,8,8 -1670,13470,85,female,NA,2015-03-28,2014-04-10,10,5 -1671,13484,80,male,NA,2014-11-03,2016-06-04,8,3 -1672,13144,39,male,suspected,2015-02-07,2014-05-29,10,3 -1673,12314,7,male,confirmed,2014-09-19,2015-04-05,9,5 -1674,13904,86,male,NA,NA,2015-05-22,9,4 -1675,13982,26,NA,NA,2014-05-07,2014-10-28,9,10 -1676,12745,29,female,confirmed,2014-12-28,2014-06-10,10,3 -1677,14366,34,male,NA,2014-07-05,2015-01-14,9,8 -1678,12357,20,female,confirmed,NA,2014-08-03,10,1 -1679,13093,71,female,suspected,2015-02-09,2014-01-06,10,8 -1680,14859,2,female,NA,2014-10-10,2015-05-18,9,4 -1681,13427,93,male,suspected,2015-06-23,2015-06-11,9,3 -1682,12350,14,male,NA,2015-07-21,2015-09-05,9,0 -1683,14063,63,NA,NA,NA,2014-03-30,10,5 -1684,14780,21,female,confirmed,NA,2015-06-22,9,3 -1685,14550,58,male,NA,NA,2015-07-08,9,2 -1686,14838,36,NA,NA,2015-08-31,2014-08-19,10,1 -1687,12077,55,male,NA,2014-08-19,2014-02-28,10,6 -1688,13249,40,male,NA,2014-11-24,2015-03-02,9,6 -1689,14974,47,male,NA,2015-12-06,2015-04-08,9,5 -1690,14943,96,female,NA,2015-07-04,2015-06-18,9,3 -1691,11940,95,female,NA,2015-11-29,2015-05-20,9,4 -1692,13413,86,female,NA,NA,2015-10-13,8,11 -1693,12063,57,male,NA,2015-07-20,2016-03-20,8,6 -1694,11940,57,female,NA,2015-01-28,2015-01-30,9,7 -1695,14860,93,male,confirmed,2015-08-15,2015-06-17,9,3 -1696,12556,5,male,NA,NA,2014-08-05,10,1 -1697,12727,46,male,confirmed,NA,2015-12-29,8,8 -1698,13772,70,female,NA,2015-10-21,2015-02-15,9,7 -1699,14505,5,female,NA,2015-10-22,2015-08-06,9,1 -1700,14913,12,male,suspected,2015-02-15,2015-07-12,9,2 -1701,12836,100,female,NA,2015-11-26,2016-09-25,7,11 -1702,13453,19,male,NA,2015-02-15,2016-05-11,8,4 -1703,13390,67,female,confirmed,NA,2014-08-23,10,1 -1704,12985,34,male,suspected,2014-05-29,2015-07-01,9,2 -1705,12830,32,male,NA,NA,2015-05-10,9,4 -1706,13036,15,male,NA,2014-11-20,2015-06-11,9,3 -1707,13247,40,male,confirmed,2014-09-21,2014-04-11,10,5 -1708,13994,52,male,NA,2015-04-12,2015-05-28,9,3 -1709,12191,95,female,confirmed,NA,2015-03-11,9,6 -1710,13836,87,male,NA,NA,2015-06-12,9,3 -1711,13705,80,NA,suspected,2015-07-09,2014-10-18,9,11 -1712,12073,59,male,NA,2015-08-26,2015-07-28,9,1 -1713,13586,60,female,confirmed,2015-06-01,2015-05-07,9,4 -1714,13699,69,female,suspected,2015-11-15,2015-07-04,9,2 -1715,12727,44,male,NA,2015-05-10,2015-08-16,9,1 -1716,14567,97,male,confirmed,NA,2016-02-07,8,7 -1717,12369,96,female,NA,2015-11-20,2016-09-24,7,11 -1718,12588,55,female,NA,NA,2014-07-10,10,2 -1719,13651,97,female,confirmed,NA,2014-12-31,9,8 -1720,13205,29,male,NA,2015-03-03,2014-10-27,9,10 -1721,12225,50,female,NA,2014-07-19,2014-10-07,9,11 -1722,13006,74,NA,NA,2014-12-19,2016-02-27,8,6 -1723,14082,93,NA,NA,2014-06-05,2015-06-30,9,2 -1724,12281,74,male,suspected,2014-08-19,2015-08-28,9,0 -1725,12638,23,female,confirmed,NA,2014-07-03,10,2 -1726,13865,13,female,confirmed,2014-12-18,2015-03-22,9,6 -1727,11974,23,female,NA,2015-10-20,2014-07-06,10,2 -1728,13217,80,female,NA,2014-04-27,2014-12-22,9,9 -1729,12450,23,male,suspected,2015-09-16,2014-04-08,10,5 -1730,13900,70,male,NA,NA,2015-12-05,8,9 -1731,12700,37,female,confirmed,2015-06-10,2015-07-05,9,2 -1732,13990,67,male,confirmed,2014-10-20,2015-06-25,9,2 -1733,13490,39,female,suspected,2014-06-11,2014-08-29,10,0 -1734,13966,76,male,NA,2014-02-24,2014-12-13,9,9 -1735,12453,57,female,NA,NA,2014-09-17,10,0 -1736,11937,71,male,confirmed,NA,2015-10-31,8,10 -1737,14442,70,male,NA,NA,2014-10-31,9,10 -1738,12346,59,male,NA,2015-11-07,2016-04-04,8,5 -1739,14681,95,female,NA,NA,2016-06-18,8,3 -1740,13699,76,NA,suspected,NA,2015-07-27,9,1 -1741,13414,77,male,suspected,2014-05-24,2015-03-10,9,6 -1742,12466,47,male,suspected,NA,2016-05-29,8,3 -1743,14138,66,male,NA,2015-02-02,2015-05-13,9,4 -1744,14823,7,NA,NA,NA,2015-03-21,9,6 -1745,13465,70,female,NA,2015-08-19,2016-11-30,7,9 -1746,13789,70,male,NA,2014-07-25,2015-09-02,9,0 -1747,13368,37,male,NA,2015-05-08,2016-03-10,8,6 -1748,14612,35,male,NA,2015-03-03,2014-07-12,10,2 -1749,13150,75,female,suspected,NA,2016-03-08,8,6 -1750,12963,27,male,NA,2015-11-08,2014-12-27,9,8 -1751,14096,63,male,NA,2014-08-30,2014-05-16,10,4 -1752,12308,5,female,NA,NA,2016-07-21,8,2 -1753,12292,29,female,NA,2014-12-26,2016-06-19,8,3 -1754,12130,81,female,confirmed,2014-04-03,2015-06-24,9,3 -1755,12990,63,male,NA,NA,2015-03-11,9,6 -1756,14002,81,male,confirmed,2015-11-09,2016-08-02,8,1 -1757,11982,6,male,confirmed,NA,2015-10-25,8,10 -1758,13999,95,female,NA,2014-10-15,2015-01-27,9,7 -1759,13548,33,female,suspected,NA,2015-01-12,9,8 -1760,14297,51,female,NA,NA,2014-10-30,9,10 -1761,14533,25,female,NA,NA,2016-08-06,8,1 -1762,14752,15,female,NA,2014-03-14,2014-05-13,10,4 -1763,12169,12,male,suspected,NA,2015-02-13,9,7 -1764,13791,16,male,NA,NA,2014-07-25,10,1 -1765,12140,52,male,NA,2014-10-09,2015-02-28,9,6 -1766,14800,25,male,NA,NA,2014-09-17,10,0 -1767,14573,43,male,NA,2014-06-25,2014-07-11,10,2 -1768,13439,61,female,NA,NA,2014-03-31,10,5 -1769,12746,18,female,confirmed,NA,2016-08-11,8,1 -1770,12831,40,female,suspected,NA,2016-08-11,8,1 -1771,12893,3,male,confirmed,NA,2015-09-09,9,0 -1772,14759,47,male,confirmed,2015-07-06,2015-07-03,9,2 -1773,14499,9,male,suspected,NA,2015-06-15,9,3 -1774,12853,25,female,confirmed,2014-07-19,2016-10-23,7,11 -1775,13658,3,male,NA,NA,2015-10-08,8,11 -1776,13543,84,female,NA,2015-05-18,2015-01-27,9,7 -1777,13968,74,female,NA,2015-01-17,2016-11-24,7,9 -1778,13242,30,male,suspected,2014-02-08,2014-03-16,10,6 -1779,12269,38,NA,NA,NA,2016-04-16,8,5 -1780,14302,68,male,confirmed,2015-01-30,2015-08-12,9,1 -1781,14593,33,female,suspected,2015-05-12,2016-09-06,8,0 -1782,12565,64,female,confirmed,2014-10-14,2016-08-31,8,0 -1783,12021,52,male,confirmed,2014-10-26,2015-04-17,9,5 -1784,12354,55,female,suspected,2015-02-14,2014-06-14,10,3 -1785,12665,57,female,confirmed,NA,2014-10-10,9,11 -1786,13121,33,male,NA,2015-03-14,2015-05-17,9,4 -1787,14890,48,male,suspected,NA,2015-02-04,9,7 -1788,14218,81,female,confirmed,NA,2014-04-27,10,4 -1789,14734,60,male,NA,2014-06-23,2014-06-30,10,2 -1790,13756,43,female,suspected,2014-12-26,2016-10-14,7,11 -1791,14617,54,male,NA,2014-04-08,2015-03-04,9,6 -1792,13186,8,female,confirmed,NA,2014-12-31,9,8 -1793,14701,86,female,confirmed,2015-09-28,2016-08-17,8,1 -1794,13682,89,female,suspected,NA,2014-09-25,9,11 -1795,13687,27,female,NA,2015-02-15,2014-04-09,10,5 -1796,12175,84,female,NA,NA,2014-08-24,10,1 -1797,12230,34,male,NA,NA,2015-09-06,9,0 -1798,14677,16,male,confirmed,NA,2014-06-05,10,3 -1799,13502,91,male,confirmed,2015-06-09,2015-02-09,9,7 -1800,12269,98,male,NA,NA,2015-08-04,9,1 -1801,12748,69,female,confirmed,NA,2016-07-02,8,2 -1802,13064,91,female,confirmed,NA,2015-12-16,8,9 -1803,14931,99,female,suspected,2015-06-24,2014-05-14,10,4 -1804,13384,39,male,NA,NA,2016-04-21,8,5 -1805,14406,68,female,suspected,2015-07-17,2014-07-01,10,2 -1806,12140,21,male,suspected,NA,2014-09-17,10,0 -1807,14136,97,female,suspected,2015-02-18,2014-07-09,10,2 -1808,14351,95,female,NA,2015-05-07,2015-07-28,9,1 -1809,13247,11,male,NA,2015-08-05,2014-07-31,10,1 -1810,12300,34,female,suspected,2015-08-13,2015-08-09,9,1 -1811,14841,20,female,confirmed,2015-03-21,2016-01-02,8,8 -1812,12105,68,NA,NA,2014-12-03,2014-03-09,10,6 -1813,12905,5,female,confirmed,NA,2014-10-24,9,10 -1814,13649,62,male,suspected,NA,2016-07-05,8,2 -1815,14488,39,NA,NA,2014-01-06,2016-10-03,7,11 -1816,14984,12,NA,NA,2015-08-02,2016-11-07,7,10 -1817,13129,82,female,NA,NA,2016-07-23,8,2 -1818,14947,14,male,NA,2014-03-13,2015-05-20,9,4 -1819,12301,52,male,NA,2014-03-24,2016-04-23,8,5 -1820,14158,61,female,confirmed,NA,2016-09-11,8,0 -1821,14153,14,NA,suspected,2014-09-16,2014-06-26,10,2 -1822,12609,11,male,suspected,2014-08-06,2015-01-24,9,7 -1823,12829,22,male,NA,NA,2016-03-04,8,6 -1824,11930,29,male,confirmed,2014-12-06,2016-02-10,8,7 -1825,12235,26,female,NA,2015-03-03,2015-10-28,8,10 -1826,13234,20,NA,suspected,2015-09-28,2015-10-18,8,11 -1827,13060,79,female,confirmed,2015-07-06,2015-01-09,9,8 -1828,14163,95,female,confirmed,2014-11-03,2015-01-27,9,7 -1829,13591,18,female,NA,2015-02-10,2015-01-01,9,8 -1830,14826,73,female,confirmed,2015-10-06,2014-07-31,10,1 -1831,14835,43,male,confirmed,2014-02-06,2015-02-18,9,7 -1832,12170,52,NA,suspected,2014-01-07,2014-10-27,9,10 -1833,12901,83,male,confirmed,NA,2014-09-10,10,0 -1834,12457,30,male,suspected,2015-03-27,2015-11-20,8,10 -1835,12557,92,female,suspected,NA,2015-01-14,9,8 -1836,13150,8,NA,NA,2014-03-27,2015-04-13,9,5 -1837,12512,98,male,confirmed,2015-10-27,2015-08-03,9,1 -1838,14186,17,male,suspected,NA,2015-07-02,9,2 -1839,12787,72,male,NA,NA,2014-12-16,9,9 -1840,13983,46,male,NA,2014-04-27,2014-05-28,10,3 -1841,13722,33,male,suspected,NA,2015-03-07,9,6 -1842,12595,50,female,NA,NA,2015-09-01,9,0 -1843,12161,31,female,NA,2015-03-15,2016-05-24,8,4 -1844,12651,100,male,NA,2014-10-20,2014-01-11,10,8 -1845,13626,15,female,NA,2015-01-10,2015-07-28,9,1 -1846,13933,26,male,suspected,2014-11-12,2014-04-19,10,5 -1847,13698,15,male,suspected,NA,2016-02-13,8,7 -1848,13394,11,female,NA,NA,2014-11-20,9,10 -1849,12084,34,female,confirmed,NA,2014-08-11,10,1 -1850,12299,97,female,NA,NA,2016-02-05,8,7 -1851,13782,20,female,NA,2015-04-29,2016-02-03,8,7 -1852,13243,30,female,NA,2014-03-23,2015-11-30,8,9 -1853,14454,32,female,suspected,2015-10-11,2016-06-09,8,3 -1854,14461,94,female,NA,2014-10-31,2015-12-18,8,9 -1855,13107,62,female,confirmed,NA,2016-12-10,7,9 -1856,14710,41,female,NA,2014-10-12,2015-12-09,8,9 -1857,14224,9,female,NA,2015-04-08,2016-12-09,7,9 -1858,14878,16,female,NA,NA,2015-09-11,9,0 -1859,14026,39,female,NA,NA,2014-09-06,10,0 -1860,14365,33,male,NA,2015-07-19,2015-04-24,9,5 -1861,14210,56,male,confirmed,NA,2016-08-08,8,1 -1862,14477,66,female,confirmed,NA,2016-01-08,8,8 -1863,12324,94,male,suspected,2015-01-01,2016-01-07,8,8 -1864,13297,8,male,NA,2014-05-19,2015-03-14,9,6 -1865,12535,82,NA,suspected,NA,2014-07-17,10,2 -1866,14779,32,female,NA,2014-02-06,2014-06-11,10,3 -1867,14741,92,female,NA,2015-10-28,2015-11-22,8,10 -1868,11941,78,female,NA,NA,2015-03-14,9,6 -1869,14904,24,male,NA,NA,2014-11-24,9,9 -1870,13091,20,male,NA,2014-03-31,2015-08-16,9,1 -1871,12121,28,female,NA,2015-03-01,2016-07-24,8,2 -1872,14133,58,NA,NA,2014-06-26,2015-08-15,9,1 -1873,12903,55,female,NA,NA,2015-06-15,9,3 -1874,13536,70,female,NA,NA,2015-05-19,9,4 -1875,14195,100,male,suspected,NA,2015-08-09,9,1 -1876,12369,23,female,confirmed,NA,2016-08-05,8,1 -1877,11971,81,male,NA,NA,2015-09-03,9,0 -1878,13688,14,NA,suspected,2014-12-24,2014-11-25,9,9 -1879,14480,83,female,NA,2015-04-04,2014-06-19,10,3 -1880,13905,17,male,confirmed,2014-05-28,2014-03-15,10,6 -1881,14068,8,male,suspected,NA,2015-06-16,9,3 -1882,14807,60,male,NA,NA,2015-03-21,9,6 -1883,13189,6,female,NA,2014-02-19,2016-02-05,8,7 -1884,11994,90,female,confirmed,2014-03-18,2015-10-08,8,11 -1885,13926,89,female,NA,2014-02-23,2015-06-06,9,3 -1886,14596,53,male,NA,NA,2016-03-29,8,5 -1887,12701,3,male,NA,2014-11-29,2016-09-17,8,0 -1888,12437,87,female,confirmed,NA,2016-05-21,8,4 -1889,12239,71,female,NA,NA,2015-01-30,9,7 -1890,14982,0,male,NA,NA,2015-06-24,9,3 -1891,12106,30,NA,NA,2015-07-16,2015-05-03,9,4 -1892,12819,60,NA,confirmed,2014-04-28,2015-01-07,9,8 -1893,12918,53,NA,NA,NA,2015-11-20,8,10 -1894,14261,88,male,NA,2014-05-29,2014-09-13,10,0 -1895,14808,32,female,NA,NA,2016-08-13,8,1 -1896,14913,35,female,suspected,2014-04-23,2016-12-05,7,9 -1897,12555,46,female,suspected,2015-06-02,2014-09-21,10,0 -1898,12768,44,NA,NA,2014-03-25,2015-03-04,9,6 -1899,13145,65,male,NA,2014-05-08,2014-03-10,10,6 -1900,13000,11,male,NA,2015-11-05,2015-12-30,8,8 -1901,12240,7,male,confirmed,2015-04-23,2016-08-07,8,1 -1902,12059,1,female,suspected,2015-06-16,2016-11-06,7,10 -1903,14325,68,female,NA,NA,2016-10-09,7,11 -1904,14838,76,female,NA,2015-02-20,2015-09-03,9,0 -1905,12705,97,male,confirmed,NA,2014-09-21,10,0 -1906,14568,27,male,suspected,2014-07-29,2015-04-03,9,5 -1907,14949,95,female,suspected,NA,2014-11-19,9,10 -1908,13345,72,male,suspected,2014-04-16,2014-08-03,10,1 -1909,13885,30,male,NA,2015-05-30,2016-04-04,8,5 -1910,13557,95,female,confirmed,NA,2015-02-18,9,7 -1911,14618,13,female,suspected,NA,2016-03-28,8,5 -1912,13467,77,male,suspected,2015-07-15,2015-09-05,9,0 -1913,13062,3,female,NA,2015-03-01,2016-03-20,8,6 -1914,14229,19,female,NA,2014-11-09,2015-02-02,9,7 -1915,14916,8,female,suspected,2014-08-25,2014-02-05,10,7 -1916,12666,99,female,NA,NA,2015-04-08,9,5 -1917,12703,55,NA,NA,2015-07-03,2014-08-11,10,1 -1918,13443,39,female,suspected,NA,2015-01-02,9,8 -1919,12968,27,female,suspected,2014-10-29,2014-12-08,9,9 -1920,12469,40,female,suspected,2014-02-05,2016-07-07,8,2 -1921,13799,1,female,NA,2014-04-13,2016-08-28,8,0 -1922,13549,44,female,NA,NA,2016-06-08,8,3 -1923,12038,97,male,suspected,2015-01-01,2016-04-02,8,5 -1924,12253,73,NA,NA,NA,2015-06-11,9,3 -1925,12110,1,male,confirmed,2014-06-07,2016-05-08,8,4 -1926,13483,46,male,NA,2015-04-06,2014-07-26,10,1 -1927,14863,52,female,suspected,2014-07-18,2014-04-29,10,4 -1928,12768,73,female,NA,NA,2016-06-21,8,3 -1929,12060,70,male,confirmed,NA,2015-08-28,9,0 -1930,12373,48,male,confirmed,NA,2016-11-24,7,9 -1931,11997,62,male,confirmed,2014-11-06,2014-06-25,10,2 -1932,13396,68,male,confirmed,2015-06-12,2016-04-06,8,5 -1933,14792,75,NA,NA,2014-03-22,2015-08-16,9,1 -1934,13801,97,female,suspected,2014-10-06,2016-03-23,8,6 -1935,12766,12,male,suspected,2014-05-21,2015-06-15,9,3 -1936,13533,4,male,confirmed,2015-01-22,2014-12-25,9,8 -1937,12289,54,female,NA,NA,2014-11-24,9,9 -1938,12364,78,female,confirmed,NA,2015-01-06,9,8 -1939,14870,49,female,NA,NA,2016-02-03,8,7 -1940,14519,68,female,suspected,NA,2014-12-11,9,9 -1941,12896,34,male,NA,NA,2015-04-06,9,5 -1942,14332,73,male,NA,NA,2015-04-29,9,4 -1943,13437,40,female,confirmed,2014-09-12,2015-02-07,9,7 -1944,14007,70,female,NA,NA,2015-07-17,9,2 -1945,13526,87,female,NA,2014-10-11,2014-05-03,10,4 -1946,13385,64,female,suspected,2015-07-20,2014-05-11,10,4 -1947,14649,28,female,NA,NA,2015-06-01,9,3 -1948,12049,98,male,NA,NA,2015-03-09,9,6 -1949,13237,59,male,confirmed,2015-10-12,2015-01-16,9,8 -1950,13207,1,female,confirmed,NA,2015-08-26,9,0 -1951,12447,78,male,NA,2015-09-29,2014-09-10,10,0 -1952,11930,6,male,NA,2014-09-03,2016-09-07,8,0 -1953,12704,64,male,confirmed,2014-06-27,2015-04-05,9,5 -1954,14140,2,female,NA,2015-04-10,2014-08-05,10,1 -1955,13936,75,male,NA,2014-01-06,2015-05-26,9,3 -1956,14769,90,female,NA,2015-05-09,2016-03-28,8,5 -1957,14859,5,female,confirmed,2015-08-28,2015-08-27,9,0 -1958,11949,17,male,suspected,2014-01-12,2015-11-06,8,10 -1959,13589,90,female,confirmed,2015-11-23,2014-08-06,10,1 -1960,12283,67,male,suspected,2014-07-09,2014-10-04,9,11 -1961,11934,88,female,confirmed,NA,2016-02-12,8,7 -1962,12125,32,male,NA,2015-12-02,2015-06-06,9,3 -1963,14314,41,male,confirmed,2014-05-17,2015-01-05,9,8 -1964,14681,75,male,NA,2014-08-30,2016-05-07,8,4 -1965,12114,75,male,suspected,2015-02-28,2016-04-07,8,5 -1966,13392,23,male,confirmed,2015-08-01,2014-01-11,10,8 -1967,14540,95,male,confirmed,NA,2014-02-18,10,7 -1968,13268,38,male,NA,2015-11-05,2016-05-09,8,4 -1969,14165,46,male,NA,2014-10-10,2016-03-15,8,6 -1970,14839,36,male,NA,2015-09-03,2014-06-18,10,3 -1971,13503,49,female,confirmed,NA,2015-01-26,9,7 -1972,12199,15,male,suspected,2015-01-14,2014-06-28,10,2 -1973,14174,49,female,confirmed,NA,2016-04-26,8,4 -1974,14034,94,male,confirmed,NA,2014-08-11,10,1 -1975,13860,64,female,NA,NA,2015-04-04,9,5 -1976,13078,41,male,confirmed,NA,2014-11-10,9,10 -1977,13348,95,female,NA,NA,2015-06-07,9,3 -1978,14023,43,male,suspected,NA,2016-07-13,8,2 -1979,13152,58,male,confirmed,NA,2014-11-22,9,10 -1980,14530,29,female,NA,NA,2015-03-06,9,6 -1981,12202,79,male,NA,NA,2016-10-11,7,11 -1982,13202,48,NA,confirmed,2015-05-20,2015-11-21,8,10 -1983,13663,71,male,suspected,2015-01-03,2015-09-13,9,0 -1984,13424,33,female,confirmed,2014-05-31,2016-03-02,8,6 -1985,13095,52,female,suspected,NA,2015-01-08,9,8 -1986,12076,36,female,NA,2015-07-28,2014-02-26,10,6 -1987,12045,45,female,NA,NA,2014-12-20,9,9 -1988,14680,94,male,NA,NA,2014-11-22,9,10 -1989,14942,3,male,NA,2014-11-29,2014-08-31,10,0 -1990,14396,87,male,confirmed,NA,2015-05-06,9,4 -1991,11918,22,male,suspected,NA,2014-12-15,9,9 -1992,14713,51,female,NA,2015-11-01,2014-06-28,10,2 -1993,12171,61,NA,confirmed,2014-11-27,2016-09-11,8,0 -1994,14491,12,male,NA,NA,2014-06-20,10,3 -1995,14226,59,male,NA,NA,2015-04-08,9,5 -1996,14726,37,male,NA,2015-07-21,2014-10-02,9,11 -1997,12026,64,male,suspected,2015-04-19,2015-06-19,9,3 -1998,12497,82,female,NA,2015-08-14,2014-08-28,10,0 -1999,12287,52,male,NA,NA,2016-02-19,8,7 -2000,12293,54,male,confirmed,2014-06-27,2015-07-21,9,2 -2001,12449,85,male,NA,2014-02-12,2014-12-16,9,9 -2002,14810,57,female,NA,2014-08-07,2015-02-08,9,7 -2003,12907,27,male,NA,2014-03-10,2015-03-23,9,6 -2004,13522,75,male,NA,2014-08-09,2015-08-29,9,0 -2005,14263,70,NA,NA,2015-05-06,2016-08-02,8,1 -2006,13641,62,male,confirmed,NA,2015-06-22,9,3 -2007,12395,NA,female,NA,NA,2016-09-20,8,0 -2008,13247,85,male,confirmed,NA,2016-08-29,8,0 -2009,14627,87,female,suspected,2015-01-05,2016-08-15,8,1 -2010,14282,11,female,NA,2014-05-08,2015-07-26,9,1 -2011,13694,75,female,confirmed,NA,2015-05-16,9,4 -2012,12389,59,male,NA,2014-07-30,2015-12-02,8,9 -2013,14506,60,female,NA,2014-07-03,2015-08-17,9,1 -2014,12513,39,female,suspected,2014-07-11,2016-03-09,8,6 -2015,12967,97,female,suspected,NA,2014-04-06,10,5 -2016,11976,9,male,suspected,NA,2014-09-10,10,0 -2017,13339,87,male,NA,NA,2014-05-24,10,4 -2018,12221,42,female,suspected,2014-08-14,2015-01-20,9,8 -2019,12643,28,female,NA,2014-04-22,2014-07-11,10,2 -2020,12066,91,male,suspected,2014-04-13,2016-01-18,8,8 -2021,13586,3,NA,suspected,NA,2014-09-21,10,0 -2022,14698,17,female,NA,NA,2014-04-30,10,4 -2023,13644,50,female,NA,2014-10-12,2014-08-01,10,1 -2024,14472,40,male,confirmed,2015-05-23,2016-02-01,8,7 -2025,13964,65,NA,NA,2014-12-04,2014-10-23,9,11 -2026,14763,99,female,suspected,NA,2014-07-29,10,1 -2027,14863,46,male,NA,2014-11-10,2015-06-22,9,3 -2028,14001,19,male,confirmed,2015-07-23,2015-05-15,9,4 -2029,13058,20,male,NA,2015-07-02,2014-07-08,10,2 -2030,14028,44,male,NA,2014-08-26,2015-01-14,9,8 -2031,13515,27,female,NA,NA,2016-04-20,8,5 -2032,13727,32,female,confirmed,NA,2016-03-31,8,5 -2033,12278,19,male,confirmed,2014-08-18,2016-08-07,8,1 -2034,14751,59,male,NA,2015-02-21,2016-05-31,8,3 -2035,12506,28,male,confirmed,2015-11-10,2015-06-29,9,2 -2036,14002,45,male,confirmed,2014-11-20,2014-09-19,10,0 -2037,13804,33,male,confirmed,2015-06-14,2014-12-12,9,9 -2038,12851,13,female,NA,NA,2015-07-14,9,2 -2039,13885,57,female,NA,2014-11-07,2014-06-30,10,2 -2040,13357,3,female,NA,NA,2015-06-21,9,3 -2041,13348,10,NA,confirmed,2014-07-03,2015-12-11,8,9 -2042,14012,69,male,suspected,NA,2016-10-25,7,10 -2043,13379,88,female,NA,2015-04-20,2015-09-05,9,0 -2044,12469,11,male,NA,2014-03-04,2015-07-03,9,2 -2045,14048,46,female,confirmed,2014-12-12,2014-06-05,10,3 -2046,13646,36,male,NA,NA,2015-10-19,8,11 -2047,13398,89,male,NA,2014-12-13,2014-08-08,10,1 -2048,12221,51,male,confirmed,2014-06-12,2014-08-03,10,1 -2049,13739,58,female,NA,NA,2014-07-14,10,2 -2050,13257,85,male,NA,2015-01-30,2015-06-11,9,3 -2051,14578,1,NA,suspected,NA,2014-08-25,10,0 -2052,14298,6,female,NA,2015-01-27,2014-04-25,10,4 -2053,14694,11,male,suspected,NA,2015-02-17,9,7 -2054,14381,63,female,confirmed,2014-08-14,2014-07-13,10,2 -2055,14678,87,female,NA,NA,2015-05-14,9,4 -2056,12898,88,male,suspected,NA,2014-03-25,10,5 -2057,14683,80,NA,NA,NA,2015-07-08,9,2 -2058,12786,63,female,confirmed,NA,2015-07-31,9,1 -2059,13455,20,male,NA,2015-10-01,2015-04-06,9,5 -2060,12024,40,male,suspected,2014-12-03,2014-06-03,10,3 -2061,14195,92,female,NA,2014-06-29,2015-03-03,9,6 -2062,12110,52,female,suspected,2014-03-18,2014-08-14,10,1 -2063,14116,40,female,NA,2015-03-12,2015-04-11,9,5 -2064,14813,29,female,NA,2014-08-22,2014-08-04,10,1 -2065,14561,10,female,NA,NA,2016-03-02,8,6 -2066,13099,NA,male,confirmed,NA,2014-10-28,9,10 -2067,12579,45,male,confirmed,2015-04-21,2015-04-22,9,5 -2068,12941,61,male,confirmed,NA,2014-10-14,9,11 -2069,13358,14,male,confirmed,2015-11-13,2016-11-15,7,10 -2070,14122,76,female,NA,2015-01-02,2015-02-20,9,7 -2071,11978,85,male,suspected,2014-04-14,2014-11-18,9,10 -2072,14005,41,female,confirmed,2014-06-27,2014-11-14,9,10 -2073,12208,8,female,NA,2014-07-12,2015-10-31,8,10 -2074,12005,5,female,confirmed,2015-11-27,2014-07-28,10,1 -2075,14329,63,male,NA,2014-09-22,2014-04-05,10,5 -2076,13893,20,male,confirmed,NA,2016-02-16,8,7 -2077,13731,77,female,NA,2014-07-04,2015-07-20,9,2 -2078,13609,11,female,confirmed,2015-08-17,2015-05-07,9,4 -2079,13221,53,female,NA,NA,2016-01-27,8,7 -2080,14012,45,male,NA,NA,2014-10-17,9,11 -2081,12810,75,NA,confirmed,2015-07-01,2014-12-17,9,9 -2082,14933,NA,female,confirmed,2015-03-04,2015-01-07,9,8 -2083,12823,71,female,suspected,2014-03-19,2014-10-07,9,11 -2084,12229,46,female,confirmed,2014-04-24,2014-04-12,10,5 -2085,12605,95,female,confirmed,2014-10-13,2015-08-23,9,1 -2086,12643,44,male,suspected,NA,2016-05-24,8,4 -2087,13335,20,female,NA,2015-11-12,2015-10-15,8,11 -2088,14670,39,male,confirmed,2015-09-30,2015-10-13,8,11 -2089,12367,84,female,NA,NA,2015-08-28,9,0 -2090,12637,86,female,NA,NA,2014-12-08,9,9 -2091,14974,27,male,confirmed,NA,2016-09-01,8,0 -2092,13889,36,female,NA,NA,2015-11-07,8,10 -2093,12728,11,male,NA,NA,2014-08-28,10,0 -2094,14431,4,female,suspected,2015-07-19,2015-02-05,9,7 -2095,13813,49,male,suspected,2015-04-21,2015-03-19,9,6 -2096,12611,62,male,suspected,2014-07-17,2016-09-13,8,0 -2097,14515,21,male,confirmed,2014-10-22,2016-09-11,8,0 -2098,12252,46,female,confirmed,2015-08-01,2015-08-17,9,1 -2099,11918,86,female,NA,2014-02-08,2014-11-08,9,10 -2100,12567,28,female,confirmed,2015-05-05,2015-02-08,9,7 -2101,14113,63,female,NA,2015-02-27,2016-06-26,8,2 -2102,14723,72,male,confirmed,2014-10-27,2015-10-01,8,11 -2103,14067,18,female,confirmed,NA,2015-08-11,9,1 -2104,13442,59,female,suspected,NA,2014-08-11,10,1 -2105,12225,2,male,NA,2015-11-26,2015-12-18,8,9 -2106,14885,32,female,NA,2014-08-18,2015-10-23,8,11 -2107,12651,1,male,NA,NA,2015-07-16,9,2 -2108,14095,5,female,NA,NA,2014-09-06,10,0 -2109,12062,54,male,NA,2014-07-12,2016-06-28,8,2 -2110,13057,4,female,NA,NA,2016-10-30,7,10 -2111,12268,86,female,confirmed,2014-06-03,2015-06-07,9,3 -2112,13518,19,male,suspected,2014-11-20,2014-07-08,10,2 -2113,14394,88,male,confirmed,2014-07-31,2015-04-12,9,5 -2114,14895,58,female,NA,2015-03-18,2014-11-11,9,10 -2115,14567,31,male,suspected,NA,2015-12-31,8,8 -2116,12091,88,male,confirmed,2014-03-22,2015-06-30,9,2 -2117,14771,26,female,suspected,NA,2014-09-01,10,0 -2118,12309,19,female,confirmed,2014-03-30,2015-03-08,9,6 -2119,12233,75,male,confirmed,NA,2016-10-10,7,11 -2120,14684,87,female,suspected,NA,2015-06-30,9,2 -2121,13882,70,NA,suspected,2015-09-05,2016-01-19,8,8 -2122,14286,30,NA,NA,2015-06-06,2014-10-16,9,11 -2123,14586,36,male,NA,NA,2014-10-06,9,11 -2124,14337,82,female,NA,NA,2014-08-04,10,1 -2125,14059,16,female,NA,2014-07-23,2016-11-12,7,10 -2126,12249,85,female,NA,NA,2014-03-03,10,6 -2127,14296,23,female,confirmed,2014-05-05,2015-09-02,9,0 -2128,13500,5,male,NA,2015-04-19,2015-01-02,9,8 -2129,14359,19,NA,confirmed,NA,2014-06-24,10,3 -2130,14674,75,female,suspected,2014-07-28,2016-02-09,8,7 -2131,13193,39,female,NA,2015-03-07,2015-01-24,9,7 -2132,14365,16,female,NA,2015-08-03,2015-12-07,8,9 -2133,14369,89,female,confirmed,2015-09-16,2015-08-30,9,0 -2134,12829,55,female,NA,NA,2014-04-29,10,4 -2135,13587,95,female,confirmed,2014-03-17,2015-04-27,9,4 -2136,12617,26,female,NA,2014-03-29,2015-07-10,9,2 -2137,13608,32,male,NA,2015-09-16,2015-06-30,9,2 -2138,13368,99,female,NA,NA,2016-01-17,8,8 -2139,12580,37,female,NA,NA,2016-05-05,8,4 -2140,14754,42,female,NA,2014-09-06,2014-10-11,9,11 -2141,14387,19,female,confirmed,NA,2014-01-05,10,8 -2142,13171,92,male,NA,2014-08-13,2015-02-22,9,7 -2143,13338,87,female,NA,2015-01-15,2015-01-20,9,8 -2144,13855,54,female,suspected,NA,2015-04-14,9,5 -2145,14799,63,male,NA,NA,2014-04-11,10,5 -2146,12461,47,male,suspected,2014-07-20,2014-05-20,10,4 -2147,12327,18,male,suspected,NA,2014-03-06,10,6 -2148,12163,61,male,suspected,NA,2014-10-09,9,11 -2149,13620,84,male,suspected,NA,2015-02-02,9,7 -2150,12094,20,NA,NA,NA,2015-02-16,9,7 -2151,13904,55,male,confirmed,NA,2014-12-20,9,9 -2152,11959,76,male,NA,NA,2015-07-08,9,2 -2153,12807,8,male,suspected,2015-01-11,2016-10-22,7,11 -2154,11950,60,NA,NA,2014-09-19,2015-03-24,9,6 -2155,14224,100,male,confirmed,NA,2014-08-13,10,1 -2156,13772,26,male,NA,2014-10-03,2015-12-18,8,9 -2157,14750,17,male,NA,2014-01-04,2014-12-16,9,9 -2158,13534,67,male,suspected,2015-02-26,2015-01-13,9,8 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-2179,14660,81,male,confirmed,NA,2015-03-15,9,6 -2180,13479,49,male,NA,NA,2015-11-29,8,9 -2181,14821,NA,female,suspected,2015-11-04,2014-08-18,10,1 -2182,14953,39,male,confirmed,NA,2015-05-14,9,4 -2183,12382,9,female,confirmed,2014-06-22,2014-06-30,10,2 -2184,12848,71,male,confirmed,2015-01-30,2015-12-30,8,8 -2185,13796,57,male,confirmed,NA,2014-04-16,10,5 -2186,12661,94,female,confirmed,NA,2016-04-20,8,5 -2187,12069,28,male,NA,NA,2015-04-26,9,4 -2188,14510,32,male,suspected,2015-01-18,2014-09-12,10,0 -2189,12943,96,female,confirmed,2015-03-02,2014-07-27,10,1 -2190,12615,4,male,suspected,2014-12-30,2016-01-13,8,8 -2191,13842,7,male,NA,NA,2015-05-13,9,4 -2192,12399,78,NA,suspected,2014-06-25,2015-04-26,9,4 -2193,12818,26,female,confirmed,2014-11-09,2015-02-03,9,7 -2194,12818,85,male,suspected,2015-05-07,2014-03-24,10,6 -2195,13947,70,female,NA,2015-06-05,2014-12-11,9,9 -2196,14807,53,female,NA,2015-03-30,2015-08-26,9,0 -2197,13678,68,NA,NA,2014-09-19,2015-07-21,9,2 -2198,14403,5,male,suspected,NA,2015-12-18,8,9 -2199,13001,16,female,NA,2014-03-28,2015-07-21,9,2 -2200,11994,30,male,confirmed,NA,2015-06-17,9,3 -2201,14958,90,male,confirmed,NA,2016-05-10,8,4 -2202,14685,55,male,suspected,NA,2016-04-14,8,5 -2203,13063,34,male,suspected,2014-06-16,2014-09-12,10,0 -2204,13286,2,male,NA,NA,2014-03-26,10,5 -2205,13069,43,male,NA,NA,2016-05-24,8,4 -2206,12145,51,female,confirmed,NA,2015-02-20,9,7 -2207,14620,99,male,suspected,2015-07-05,2016-03-19,8,6 -2208,14627,72,NA,NA,2014-11-18,2015-07-12,9,2 -2209,13022,70,male,confirmed,2015-03-04,2015-02-17,9,7 -2210,12981,83,female,suspected,2015-09-16,2014-11-10,9,10 -2211,12587,55,female,confirmed,2014-06-22,2014-08-14,10,1 -2212,14789,88,female,confirmed,NA,2015-08-04,9,1 -2213,13015,87,male,confirmed,2014-04-05,2014-10-26,9,10 -2214,12541,30,male,NA,2015-05-05,2016-08-30,8,0 -2215,14484,83,NA,suspected,2014-07-31,2015-02-21,9,7 -2216,12699,89,NA,NA,NA,2014-02-25,10,6 -2217,14814,9,female,confirmed,NA,2015-06-25,9,2 -2218,11942,1,male,suspected,2015-09-23,2016-05-06,8,4 -2219,12066,35,female,NA,NA,2014-07-04,10,2 -2220,13029,36,male,suspected,NA,2015-09-30,8,11 -2221,12100,0,male,suspected,NA,2016-02-03,8,7 -2222,13154,30,female,NA,2014-10-23,2015-08-27,9,0 -2223,13367,58,male,NA,2015-09-06,2015-10-10,8,11 -2224,12267,5,male,NA,2014-12-05,2016-02-17,8,7 -2225,14121,41,female,suspected,2014-05-12,2014-08-04,10,1 -2226,14485,49,male,NA,2014-10-20,2014-05-22,10,4 -2227,13932,NA,female,suspected,2014-05-04,2015-01-05,9,8 -2228,13018,86,female,confirmed,2014-08-06,2015-08-20,9,1 -2229,12679,18,male,suspected,NA,2014-07-24,10,2 -2230,12246,39,NA,confirmed,NA,2016-10-09,7,11 -2231,12997,59,male,NA,2015-08-17,2014-07-07,10,2 -2232,12419,58,male,confirmed,2015-01-03,2016-03-14,8,6 -2233,14970,99,female,confirmed,2015-01-09,2016-04-22,8,5 -2234,14984,26,female,suspected,2014-11-09,2016-05-04,8,4 -2235,14985,74,male,suspected,NA,2015-03-22,9,6 -2236,14547,41,female,suspected,NA,2015-02-10,9,7 -2237,14646,73,male,NA,2015-08-31,2014-11-04,9,10 -2238,13593,18,male,suspected,2014-06-09,2014-12-17,9,9 -2239,12929,94,male,NA,2014-04-18,2014-06-28,10,2 -2240,13679,85,male,suspected,2014-08-25,2014-06-15,10,3 -2241,12932,87,male,NA,2015-07-02,2016-11-21,7,10 -2242,14361,23,female,NA,2015-05-12,2014-12-08,9,9 -2243,13650,57,female,confirmed,NA,2016-07-14,8,2 -2244,13347,53,male,suspected,2014-08-17,2015-01-05,9,8 -2245,12606,38,male,confirmed,NA,2015-04-12,9,5 -2246,14038,25,male,NA,NA,2014-09-12,10,0 -2247,11951,75,female,NA,2014-11-19,2015-09-21,9,0 -2248,14941,29,female,NA,NA,2016-07-17,8,2 -2249,13364,39,female,NA,NA,2014-03-11,10,6 -2250,14225,3,female,NA,2015-10-26,2014-05-29,10,3 -2251,14251,92,male,NA,2015-10-05,2016-06-20,8,3 -2252,14559,76,male,NA,NA,2016-04-30,8,4 -2253,13392,93,male,suspected,2015-04-07,2016-11-17,7,10 -2254,14220,30,male,NA,2015-12-12,2014-09-23,10,0 -2255,12711,63,female,NA,NA,2014-05-28,10,3 -2256,13760,52,female,suspected,2014-05-24,2015-03-30,9,5 -2257,12270,43,male,NA,2015-10-18,2015-09-27,8,11 -2258,13333,42,male,confirmed,2014-02-24,2014-10-28,9,10 -2259,12184,32,NA,NA,NA,2014-11-14,9,10 -2260,14605,88,male,NA,NA,2016-05-18,8,4 -2261,14855,42,female,confirmed,2015-07-23,2014-08-12,10,1 -2262,13944,29,male,NA,NA,2016-11-24,7,9 -2263,14343,53,male,NA,2015-08-25,2015-06-17,9,3 -2264,12739,5,NA,suspected,2015-06-24,2014-07-14,10,2 -2265,14071,43,female,confirmed,2015-02-02,2014-11-24,9,9 -2266,14430,20,female,suspected,2014-05-03,2014-11-24,9,9 -2267,14586,31,female,confirmed,2014-04-10,2016-07-24,8,2 -2268,13752,46,female,NA,NA,2015-04-06,9,5 -2269,14848,37,male,confirmed,2014-06-17,2016-02-19,8,7 -2270,13808,8,female,confirmed,NA,2015-09-02,9,0 -2271,14233,80,female,NA,2015-06-30,2014-12-26,9,8 -2272,12750,90,female,suspected,2015-08-17,2014-11-26,9,9 -2273,14194,6,NA,suspected,2015-07-23,2016-04-10,8,5 -2274,14659,23,female,NA,NA,2015-03-29,9,5 -2275,12867,78,female,NA,2015-10-06,2016-09-11,8,0 -2276,13216,90,male,NA,NA,2015-10-16,8,11 -2277,13930,7,female,NA,2015-07-09,2015-06-25,9,2 -2278,13722,77,male,suspected,2015-02-25,2015-02-06,9,7 -2279,13952,74,female,confirmed,2014-11-04,2015-02-16,9,7 -2280,14393,2,female,NA,2014-10-27,2016-10-03,7,11 -2281,12960,63,male,NA,NA,2015-06-25,9,2 -2282,13642,10,female,confirmed,2015-06-23,2014-10-13,9,11 -2283,12736,82,male,suspected,NA,2014-09-20,10,0 -2284,13304,57,female,NA,2015-09-24,2016-01-10,8,8 -2285,13787,7,female,suspected,NA,2015-01-06,9,8 -2286,14786,46,male,NA,2015-06-30,2015-10-06,8,11 -2287,14056,99,female,suspected,2015-07-15,2015-02-12,9,7 -2288,12400,47,male,NA,NA,2014-12-11,9,9 -2289,12888,37,male,confirmed,2015-01-14,2015-01-16,9,8 -2290,12739,78,female,NA,NA,2016-02-04,8,7 -2291,12014,56,male,NA,2015-08-29,2016-03-05,8,6 -2292,12337,60,female,confirmed,NA,2016-06-19,8,3 -2293,12002,16,female,confirmed,2015-06-26,2015-07-12,9,2 -2294,13400,22,female,confirmed,2015-07-18,2016-05-26,8,3 -2295,13464,6,female,NA,2014-04-03,2014-12-26,9,8 -2296,14050,80,female,NA,2014-07-21,2015-04-26,9,4 -2297,14818,68,male,suspected,2015-11-03,2015-08-05,9,1 -2298,13947,94,female,confirmed,NA,2015-05-28,9,3 -2299,14565,57,female,confirmed,2015-09-27,2015-08-10,9,1 -2300,13660,97,male,NA,NA,2015-01-08,9,8 -2301,13492,15,female,confirmed,2014-03-30,2015-09-16,9,0 -2302,12030,59,female,confirmed,2014-06-03,2014-11-24,9,9 -2303,14989,34,female,confirmed,NA,2015-06-11,9,3 -2304,13700,24,female,suspected,NA,2015-03-10,9,6 -2305,12357,52,male,NA,2014-02-25,2015-07-18,9,2 -2306,12089,43,male,suspected,2015-09-19,2016-12-08,7,9 -2307,13825,72,male,suspected,NA,2014-11-17,9,10 -2308,14831,96,male,NA,NA,2016-01-08,8,8 -2309,12388,71,female,confirmed,NA,2016-03-20,8,6 -2310,13462,78,female,confirmed,2014-08-07,2015-08-01,9,1 -2311,12732,5,NA,NA,2015-08-29,2015-07-10,9,2 -2312,14929,37,male,NA,2014-10-17,2016-09-11,8,0 -2313,13118,82,male,NA,2015-02-25,2014-10-29,9,10 -2314,13895,92,male,confirmed,2015-04-26,2016-03-06,8,6 -2315,14914,4,female,suspected,NA,2015-03-07,9,6 -2316,11941,98,female,suspected,2015-10-14,2015-02-06,9,7 -2317,13646,78,male,confirmed,2014-08-17,2014-07-07,10,2 -2318,12378,51,male,confirmed,NA,2014-07-26,10,1 -2319,14143,36,male,NA,NA,2014-08-28,10,0 -2320,12296,33,female,NA,2015-10-27,2016-06-08,8,3 -2321,12976,4,male,confirmed,NA,2014-09-15,10,0 -2322,12521,31,male,NA,NA,2016-10-13,7,11 -2323,14765,57,female,NA,NA,2015-03-16,9,6 -2324,14705,18,female,NA,2015-01-03,2015-08-16,9,1 -2325,13066,47,female,NA,NA,2015-04-22,9,5 -2326,13322,96,female,NA,2014-05-29,2015-07-19,9,2 -2327,12368,60,female,NA,NA,2015-04-22,9,5 -2328,13785,52,female,confirmed,2015-10-15,2015-01-28,9,7 -2329,13278,77,female,suspected,2015-07-04,2014-11-25,9,9 -2330,13800,83,female,confirmed,2015-05-18,2015-03-04,9,6 -2331,13660,97,female,NA,2014-01-07,2014-09-13,10,0 -2332,13226,99,female,confirmed,2014-12-03,2015-10-18,8,11 -2333,14287,2,male,suspected,2015-09-24,2015-07-24,9,2 -2334,13800,27,male,suspected,NA,2015-04-12,9,5 -2335,12869,22,male,NA,NA,2015-03-28,9,5 -2336,14260,11,female,confirmed,NA,2014-12-06,9,9 -2337,13206,83,female,NA,2015-09-25,2015-03-13,9,6 -2338,14986,100,NA,NA,2015-02-14,2014-07-27,10,1 -2339,12739,0,male,NA,NA,2016-02-23,8,6 -2340,13094,71,NA,suspected,NA,2014-09-19,10,0 -2341,13874,6,female,suspected,NA,2015-07-31,9,1 -2342,12958,60,female,suspected,NA,2015-02-27,9,6 -2343,14394,36,male,NA,2015-07-27,2014-04-27,10,4 -2344,14888,80,female,NA,NA,2016-01-20,8,8 -2345,13868,87,male,confirmed,2014-07-30,2015-04-24,9,5 -2346,14977,59,male,suspected,2014-01-05,2015-12-04,8,9 -2347,12301,3,male,confirmed,2015-06-25,2014-09-04,10,0 -2348,14880,42,male,NA,2014-09-26,2016-10-27,7,10 -2349,12725,44,NA,NA,2015-08-13,2016-11-25,7,9 -2350,14820,13,female,NA,2015-02-12,2014-05-25,10,3 -2351,12783,0,male,confirmed,NA,2015-05-13,9,4 -2352,14670,65,female,confirmed,NA,2015-04-16,9,5 -2353,12640,68,male,suspected,2015-04-15,2014-11-13,9,10 -2354,13207,33,male,NA,2015-08-01,2016-12-01,7,9 -2355,14421,65,female,NA,NA,2015-09-04,9,0 -2356,13510,94,female,confirmed,NA,2016-09-27,7,11 -2357,12637,66,female,NA,2014-07-26,2015-04-21,9,5 -2358,13020,82,male,NA,NA,2014-02-20,10,7 -2359,14799,75,male,confirmed,2015-11-16,2016-04-12,8,5 -2360,12405,35,female,NA,NA,2016-09-26,7,11 -2361,12451,10,male,suspected,NA,2016-11-13,7,10 -2362,14492,75,NA,suspected,2015-03-19,2014-04-30,10,4 -2363,13151,20,male,NA,NA,2014-11-30,9,9 -2364,13823,62,female,NA,NA,2015-09-15,9,0 -2365,13885,72,male,NA,2015-09-06,2016-01-06,8,8 -2366,12100,36,female,NA,NA,2014-12-11,9,9 -2367,13974,46,female,NA,NA,2014-10-08,9,11 -2368,13301,98,female,suspected,NA,2016-10-18,7,11 -2369,12440,1,male,confirmed,NA,2014-12-25,9,8 -2370,14886,67,female,NA,2015-10-27,2014-11-20,9,10 -2371,13217,41,male,NA,2015-10-27,2014-09-29,9,11 -2372,13150,21,male,NA,NA,2014-04-16,10,5 -2373,11926,46,male,NA,2015-03-16,2014-12-20,9,9 -2374,12338,49,male,NA,2014-09-10,2014-08-31,10,0 -2375,13768,73,female,confirmed,NA,2014-08-19,10,1 -2376,12211,93,male,NA,2014-03-04,2014-09-22,10,0 -2377,13215,11,male,confirmed,2015-02-09,2015-02-11,9,7 -2378,13681,38,male,confirmed,2014-07-20,2016-11-08,7,10 -2379,13165,NA,NA,NA,2015-05-25,2015-01-18,9,8 -2380,13918,47,male,NA,2015-07-22,2016-02-24,8,6 -2381,13631,4,male,NA,2014-06-28,2015-05-17,9,4 -2382,11942,20,female,NA,2015-09-15,2014-06-05,10,3 -2383,12106,58,female,suspected,2014-10-11,2014-05-15,10,4 -2384,13577,11,male,NA,2014-06-03,2016-10-04,7,11 -2385,12338,50,female,suspected,NA,2016-11-12,7,10 -2386,13624,41,female,confirmed,2014-03-19,2015-07-06,9,2 -2387,13760,70,male,NA,2014-04-16,2014-11-12,9,10 -2388,14494,68,male,suspected,NA,2015-12-01,8,9 -2389,14948,8,NA,NA,NA,2016-05-29,8,3 -2390,13112,87,NA,NA,2014-07-30,2016-03-19,8,6 -2391,12724,90,male,NA,2014-10-06,2014-09-25,9,11 -2392,13245,37,female,NA,NA,2015-08-27,9,0 -2393,14402,92,male,NA,2014-09-19,2015-07-28,9,1 -2394,13565,38,female,suspected,2015-08-07,2014-11-22,9,10 -2395,13641,80,female,NA,NA,2014-03-28,10,5 -2396,14650,19,female,NA,2014-08-25,2016-05-30,8,3 -2397,12066,56,female,confirmed,2015-05-19,2015-05-24,9,4 -2398,13008,54,female,confirmed,2014-06-11,2016-10-08,7,11 -2399,13577,80,male,confirmed,2015-07-30,2014-05-23,10,4 -2400,13473,57,female,NA,NA,2016-04-28,8,4 -2401,14816,44,male,NA,2014-04-13,2014-08-20,10,1 -2402,14727,70,male,confirmed,NA,2014-09-23,10,0 -2403,12419,60,female,NA,2014-05-17,2016-07-29,8,1 -2404,13475,96,male,suspected,NA,2014-05-31,10,3 -2405,14336,96,NA,confirmed,2015-04-26,2014-07-31,10,1 -2406,12583,10,male,confirmed,NA,2016-01-10,8,8 -2407,13929,8,male,NA,NA,2016-02-22,8,7 -2408,13409,91,NA,confirmed,NA,2016-04-10,8,5 -2409,11970,82,female,confirmed,2015-08-21,2014-12-08,9,9 -2410,14077,18,male,confirmed,2014-02-28,2014-10-20,9,11 -2411,14205,74,male,NA,2014-11-24,2015-09-12,9,0 -2412,14916,11,female,NA,2014-08-09,2014-07-19,10,2 -2413,14426,13,male,NA,2015-10-19,2015-01-25,9,7 -2414,13839,41,male,suspected,2014-03-23,2016-02-14,8,7 -2415,14053,88,female,confirmed,2014-09-15,2014-10-28,9,10 -2416,13620,30,female,suspected,2014-01-04,2016-06-06,8,3 -2417,12805,31,male,confirmed,NA,2016-09-16,8,0 -2418,12404,17,female,confirmed,NA,2014-03-30,10,5 -2419,14348,66,male,suspected,2014-05-05,2015-03-27,9,5 -2420,12505,90,female,NA,2014-07-16,2016-04-08,8,5 -2421,13833,71,male,NA,2015-11-07,2015-07-24,9,2 -2422,13337,98,male,NA,2015-05-05,2015-07-27,9,1 -2423,14851,86,female,NA,NA,2015-08-08,9,1 -2424,13748,96,male,NA,NA,2015-01-16,9,8 -2425,13521,66,male,NA,2014-04-26,2014-12-07,9,9 -2426,12573,88,male,suspected,NA,2014-12-11,9,9 -2427,14639,65,female,NA,2015-02-10,2014-02-03,10,7 -2428,13808,77,female,NA,2015-11-07,2015-02-19,9,7 -2429,13442,24,female,NA,NA,2014-09-30,9,11 -2430,11910,19,NA,NA,2015-10-17,2015-02-17,9,7 -2431,12923,72,male,suspected,NA,2014-06-23,10,3 -2432,11980,41,NA,NA,2015-03-05,2014-10-08,9,11 -2433,14024,3,male,NA,2015-08-10,2015-06-26,9,2 -2434,12699,97,female,suspected,2014-05-06,2015-07-12,9,2 -2435,13528,28,female,suspected,2014-04-08,2014-12-09,9,9 -2436,14209,14,female,suspected,2015-03-08,2015-05-30,9,3 -2437,13449,31,female,suspected,NA,2016-08-12,8,1 -2438,14843,39,male,NA,2014-04-05,2016-04-26,8,4 -2439,13954,46,male,confirmed,2014-08-19,2015-01-05,9,8 -2440,14707,6,male,confirmed,NA,2014-08-13,10,1 -2441,13866,56,female,confirmed,2015-04-01,2015-02-01,9,7 -2442,12400,48,female,NA,NA,2016-04-30,8,4 -2443,14764,68,male,NA,2014-03-12,2015-01-31,9,7 -2444,14044,77,female,NA,2015-04-16,2014-06-19,10,3 -2445,12938,49,male,suspected,2015-10-07,2015-08-23,9,1 -2446,13432,95,female,confirmed,NA,2014-02-26,10,6 -2447,13271,58,male,suspected,2014-10-14,2015-06-20,9,3 -2448,11952,38,female,confirmed,NA,2015-05-13,9,4 -2449,12791,22,female,NA,2015-08-06,2015-02-02,9,7 -2450,14326,5,female,NA,NA,2015-05-18,9,4 -2451,13019,3,female,NA,2015-03-09,2015-02-22,9,7 -2452,12713,78,male,confirmed,2015-03-03,2014-07-12,10,2 -2453,14408,89,female,confirmed,2015-08-14,2015-05-27,9,3 -2454,12172,98,male,suspected,NA,2014-12-24,9,8 -2455,12111,33,female,NA,NA,2015-04-14,9,5 -2456,14588,28,male,confirmed,NA,2016-05-30,8,3 -2457,13535,35,NA,suspected,2015-03-26,2015-12-10,8,9 -2458,14536,46,female,NA,2014-04-09,2015-02-07,9,7 -2459,14288,6,female,suspected,NA,2014-08-05,10,1 -2460,12943,23,female,confirmed,2014-05-24,2014-12-07,9,9 -2461,13742,55,male,NA,2015-08-12,2014-11-28,9,9 -2462,13479,12,female,suspected,2015-06-19,2014-09-11,10,0 -2463,12394,88,female,confirmed,NA,2016-08-08,8,1 -2464,14148,22,female,NA,NA,2014-08-14,10,1 -2465,12921,43,female,confirmed,2014-02-10,2015-05-07,9,4 -2466,14294,77,female,NA,2014-03-21,2015-01-21,9,8 -2467,12410,59,male,NA,NA,2015-04-28,9,4 -2468,14293,33,male,suspected,2015-03-20,2016-01-22,8,8 -2469,12175,NA,male,confirmed,NA,2014-10-21,9,11 -2470,12646,37,male,confirmed,NA,2016-01-11,8,8 -2471,14365,74,male,NA,NA,2014-06-09,10,3 -2472,14764,29,male,confirmed,NA,2016-08-09,8,1 -2473,14023,57,male,NA,NA,2015-08-08,9,1 -2474,14534,0,male,NA,2014-11-05,2016-10-25,7,10 -2475,14023,29,male,NA,NA,2014-03-28,10,5 -2476,14125,92,male,NA,2014-03-28,2014-08-09,10,1 -2477,14375,97,female,NA,2014-03-04,2014-08-28,10,0 -2478,13686,84,NA,NA,NA,2015-09-06,9,0 -2479,12418,50,male,NA,2015-06-29,2014-02-21,10,7 -2480,12588,41,female,NA,2014-11-20,2014-08-16,10,1 -2481,14162,35,female,suspected,2014-06-03,2014-12-21,9,9 -2482,12536,65,male,NA,2015-10-23,2015-08-30,9,0 -2483,11934,28,female,suspected,2015-03-22,2015-02-13,9,7 -2484,13301,20,NA,NA,2014-05-31,2016-09-29,7,11 -2485,12079,40,male,confirmed,2014-09-03,2015-12-18,8,9 -2486,12113,65,female,confirmed,2014-07-27,2015-04-17,9,5 -2487,12659,45,female,NA,2015-02-10,2016-01-02,8,8 -2488,13278,39,male,suspected,NA,2016-08-18,8,1 -2489,12187,15,female,confirmed,2014-06-11,2015-05-14,9,4 -2490,14300,1,male,NA,NA,2015-07-12,9,2 -2491,13115,85,male,suspected,2015-10-13,2014-01-06,10,8 -2492,12529,78,male,NA,2014-10-05,2014-11-27,9,9 -2493,12220,40,male,NA,NA,2015-01-17,9,8 -2494,14015,89,male,NA,NA,2014-01-04,10,8 -2495,12403,86,female,suspected,NA,2016-05-23,8,4 -2496,11906,23,male,confirmed,2015-01-25,2014-07-15,10,2 -2497,14858,94,female,NA,2014-03-07,2014-11-15,9,10 -2498,13207,47,female,NA,NA,2014-12-01,9,9 -2499,14839,11,female,NA,2014-10-03,2015-05-04,9,4 -2500,13843,37,female,suspected,NA,2016-03-06,8,6 -2501,12388,83,female,confirmed,2014-02-08,2015-05-24,9,4 -2502,14010,29,male,confirmed,NA,2014-12-13,9,9 -2503,13343,59,male,NA,NA,2015-03-17,9,6 -2504,14765,72,male,NA,2015-06-12,2015-09-04,9,0 -2505,13083,44,female,NA,2015-10-15,2016-11-16,7,10 -2506,12090,78,female,suspected,2014-03-09,2016-06-02,8,3 -2507,14676,44,female,NA,2014-11-22,2015-12-29,8,8 -2508,13515,64,male,NA,2014-11-14,2016-08-05,8,1 -2509,13549,43,male,confirmed,NA,2014-11-02,9,10 -2510,12870,90,male,NA,NA,2014-09-26,9,11 -2511,13109,59,female,NA,NA,2016-09-28,7,11 -2512,14431,91,male,NA,NA,2015-09-03,9,0 -2513,12353,59,female,NA,2015-12-01,2016-10-10,7,11 -2514,13613,92,male,confirmed,NA,2015-07-24,9,2 -2515,14786,59,female,NA,2015-08-26,2014-07-06,10,2 -2516,14885,18,male,NA,2015-05-03,2015-06-08,9,3 -2517,14600,62,male,confirmed,NA,2016-06-29,8,2 -2518,14532,29,female,confirmed,NA,2014-10-24,9,10 -2519,14461,68,NA,NA,2014-12-09,2014-02-23,10,6 -2520,14270,40,male,confirmed,NA,2016-02-13,8,7 -2521,13941,27,male,confirmed,2014-05-15,2014-11-25,9,9 -2522,12347,84,female,suspected,NA,2016-02-22,8,7 -2523,13398,91,female,confirmed,2014-08-28,2015-08-05,9,1 -2524,12445,3,NA,NA,NA,2015-08-11,9,1 -2525,11909,37,female,suspected,NA,2014-04-15,10,5 -2526,14430,56,male,confirmed,2015-01-22,2014-08-30,10,0 -2527,14598,11,female,NA,NA,2015-02-12,9,7 -2528,12051,18,male,NA,2014-09-11,2014-12-27,9,8 -2529,12781,30,male,NA,NA,2014-06-18,10,3 -2530,12069,10,NA,confirmed,NA,2015-07-27,9,1 -2531,14270,32,female,NA,2014-11-23,2016-09-19,8,0 -2532,14978,97,female,confirmed,2015-03-12,2014-12-30,9,8 -2533,13017,60,male,confirmed,NA,2014-12-31,9,8 -2534,14139,9,female,NA,NA,2016-03-11,8,6 -2535,12030,14,male,suspected,2014-09-04,2014-06-09,10,3 -2536,11963,73,female,NA,NA,2016-11-28,7,9 -2537,13632,8,male,confirmed,2014-12-17,2015-05-10,9,4 -2538,13087,23,male,suspected,2015-11-17,2014-08-12,10,1 -2539,14037,70,female,NA,NA,2015-01-23,9,8 -2540,12620,74,female,confirmed,2015-10-02,2014-02-19,10,7 -2541,12806,12,NA,NA,2014-08-14,2014-10-06,9,11 -2542,14756,74,female,NA,2015-11-21,2015-01-17,9,8 -2543,13381,10,female,NA,NA,2016-07-11,8,2 -2544,14192,38,male,suspected,2014-06-28,2015-07-27,9,1 -2545,14299,91,female,NA,2014-03-13,2016-11-14,7,10 -2546,14931,61,female,suspected,2015-01-01,2016-09-11,8,0 -2547,14916,63,male,NA,2015-04-20,2014-10-22,9,11 -2548,13564,77,female,NA,2014-12-27,2014-10-13,9,11 -2549,12848,29,male,NA,NA,2014-10-28,9,10 -2550,12619,52,male,NA,2015-03-22,2014-06-19,10,3 -2551,14232,92,female,NA,2015-05-03,2015-07-22,9,2 -2552,14018,26,female,NA,NA,2015-04-27,9,4 -2553,11968,87,female,NA,NA,2015-02-05,9,7 -2554,14463,63,male,suspected,NA,2015-10-15,8,11 -2555,14321,84,female,confirmed,NA,2015-06-15,9,3 -2556,14989,1,female,suspected,2014-08-19,2014-09-09,10,0 -2557,13966,48,female,confirmed,NA,2016-05-19,8,4 -2558,12532,61,female,confirmed,2015-06-23,2015-03-27,9,5 -2559,12871,92,male,NA,2014-08-13,2014-09-20,10,0 -2560,11959,85,male,confirmed,NA,2016-03-01,8,6 -2561,12566,93,female,confirmed,2015-08-29,2015-10-20,8,11 -2562,14057,40,male,NA,2015-04-23,2014-09-28,9,11 -2563,12177,55,female,suspected,2014-12-23,2014-04-16,10,5 -2564,14678,43,male,NA,NA,2015-09-01,9,0 -2565,13993,4,female,confirmed,NA,2014-11-28,9,9 -2566,12986,12,NA,NA,NA,2016-08-20,8,1 -2567,12014,41,female,NA,2014-01-07,2015-02-10,9,7 -2568,12963,25,male,NA,2014-06-21,2015-02-05,9,7 -2569,14867,66,female,NA,NA,2016-09-15,8,0 -2570,12542,45,NA,suspected,NA,2014-04-12,10,5 -2571,12081,85,male,NA,2014-05-15,2015-05-11,9,4 -2572,14210,32,male,NA,2015-07-06,2014-05-03,10,4 -2573,13174,28,male,suspected,2015-03-27,2015-10-04,8,11 -2574,13578,7,female,NA,2015-09-17,2016-09-14,8,0 -2575,13223,5,male,NA,NA,2015-03-24,9,6 -2576,14421,52,female,confirmed,2015-07-25,2015-10-26,8,10 -2577,13099,78,NA,suspected,NA,2014-08-31,10,0 -2578,12801,16,male,NA,NA,2015-07-26,9,1 -2579,12427,49,male,confirmed,NA,2014-11-30,9,9 -2580,13758,90,female,confirmed,NA,2015-10-18,8,11 -2581,12143,24,male,confirmed,NA,2014-06-27,10,2 -2582,12255,57,NA,NA,2015-05-08,2016-03-21,8,6 -2583,12837,89,female,suspected,2015-06-13,2014-12-21,9,9 -2584,14089,27,female,NA,NA,2016-09-03,8,0 -2585,12462,89,male,NA,2014-05-31,2015-02-07,9,7 -2586,14324,39,female,NA,2014-08-10,2016-06-18,8,3 -2587,12877,79,female,confirmed,NA,2016-08-10,8,1 -2588,12794,77,female,NA,NA,2015-08-29,9,0 -2589,14116,12,female,NA,NA,2015-04-22,9,5 -2590,12839,22,female,suspected,NA,2016-08-05,8,1 -2591,14564,61,female,confirmed,2014-10-14,2015-09-04,9,0 -2592,14647,34,male,suspected,NA,2015-08-10,9,1 -2593,12082,11,female,NA,2015-05-19,2016-02-05,8,7 -2594,13325,98,female,NA,2015-09-19,2014-11-12,9,10 -2595,13281,33,NA,confirmed,2015-02-22,2015-02-21,9,7 -2596,13814,73,female,NA,2014-01-12,2014-11-12,9,10 -2597,13508,23,male,suspected,NA,2015-06-17,9,3 -2598,13166,38,male,suspected,2014-06-07,2014-06-25,10,2 -2599,14095,44,female,suspected,2015-08-24,2016-03-13,8,6 -2600,13473,50,female,confirmed,NA,2016-08-15,8,1 -2601,12872,6,male,suspected,NA,2016-10-02,7,11 -2602,13399,59,female,NA,2014-09-17,2015-02-13,9,7 -2603,12319,25,male,confirmed,NA,2015-07-19,9,2 -2604,12947,49,female,suspected,2015-04-12,2014-09-29,9,11 -2605,14235,8,male,confirmed,2015-11-15,2016-08-01,8,1 -2606,13484,49,female,NA,2014-06-28,2014-10-25,9,10 -2607,14388,34,female,NA,2014-12-22,2015-05-15,9,4 -2608,13581,100,male,NA,NA,2016-11-17,7,10 -2609,12539,55,female,confirmed,2014-03-28,2016-08-26,8,0 -2610,12978,49,male,NA,NA,2014-02-22,10,7 -2611,14541,38,male,NA,NA,2015-01-28,9,7 -2612,14242,100,female,NA,NA,2015-03-15,9,6 -2613,13824,43,male,confirmed,NA,2015-07-22,9,2 -2614,14014,46,female,NA,NA,2015-03-16,9,6 -2615,13674,35,female,suspected,NA,2015-09-12,9,0 -2616,12905,46,female,NA,2015-05-26,2014-11-19,9,10 -2617,12103,76,female,NA,2014-06-26,2014-06-06,10,3 -2618,14302,53,female,NA,NA,2015-08-14,9,1 -2619,13324,30,male,confirmed,2015-03-19,2015-11-13,8,10 -2620,12488,43,female,suspected,NA,2014-12-06,9,9 -2621,12427,21,NA,suspected,NA,2014-04-14,10,5 -2622,14669,8,female,confirmed,NA,2015-07-21,9,2 -2623,12120,69,male,confirmed,NA,2015-04-28,9,4 -2624,13352,74,female,suspected,2014-04-09,2016-11-26,7,9 -2625,14709,8,female,confirmed,2015-04-16,2016-01-08,8,8 -2626,14100,2,female,NA,NA,2015-07-12,9,2 -2627,12707,0,male,suspected,2015-10-24,2015-08-22,9,1 -2628,13976,100,male,NA,2015-05-22,2015-11-05,8,10 -2629,12231,90,NA,confirmed,NA,2014-12-16,9,9 -2630,13687,13,female,confirmed,2015-08-18,2016-06-29,8,2 -2631,14403,49,NA,confirmed,NA,2015-12-26,8,8 -2632,12434,36,female,NA,NA,2015-07-05,9,2 -2633,14611,8,male,confirmed,NA,2016-05-15,8,4 -2634,14426,78,female,suspected,NA,2014-08-28,10,0 -2635,13340,78,male,NA,2014-03-30,2015-08-26,9,0 -2636,12097,10,male,confirmed,2014-05-05,2014-06-29,10,2 -2637,13688,41,female,NA,2015-10-22,2015-11-12,8,10 -2638,12499,18,male,NA,NA,2016-09-07,8,0 -2639,12161,6,female,NA,NA,2015-04-10,9,5 -2640,12647,26,male,NA,2015-11-14,2014-07-30,10,1 -2641,13820,85,female,NA,2015-04-27,2014-05-23,10,4 -2642,13378,45,female,NA,NA,2015-01-22,9,8 -2643,12651,16,female,suspected,NA,2015-03-17,9,6 -2644,12687,34,female,NA,2014-07-04,2015-08-04,9,1 -2645,13636,35,male,NA,2014-09-21,2014-02-10,10,7 -2646,14303,87,NA,NA,NA,2015-05-12,9,4 -2647,13614,7,female,NA,2015-06-08,2014-10-11,9,11 -2648,13454,15,female,confirmed,2014-09-24,2014-10-15,9,11 -2649,13528,74,female,NA,2014-08-24,2016-07-05,8,2 -2650,13877,68,male,NA,2014-06-05,2016-07-22,8,2 -2651,13690,14,female,NA,NA,2014-11-17,9,10 -2652,13275,59,female,NA,NA,2014-12-22,9,9 -2653,13066,25,male,confirmed,NA,2014-11-19,9,10 -2654,14211,96,female,suspected,2014-03-05,2015-07-31,9,1 -2655,14635,66,female,NA,2015-06-25,2014-06-13,10,3 -2656,12938,71,female,suspected,2014-11-24,2015-07-27,9,1 -2657,14433,74,female,NA,2014-08-30,2015-12-22,8,9 -2658,14873,9,male,NA,NA,2014-08-06,10,1 -2659,14934,71,male,suspected,NA,2016-08-05,8,1 -2660,14387,82,female,suspected,NA,2016-01-21,8,8 -2661,14918,23,female,suspected,NA,2014-12-15,9,9 -2662,13944,48,female,suspected,NA,2014-08-27,10,0 -2663,12039,28,male,NA,2015-03-23,2016-05-17,8,4 -2664,14868,91,female,NA,2015-01-26,2016-01-08,8,8 -2665,13616,44,female,suspected,NA,2015-02-17,9,7 -2666,12899,64,female,NA,2014-08-12,2014-05-27,10,3 -2667,12039,40,male,NA,2014-12-24,2015-04-27,9,4 -2668,13889,27,female,NA,NA,2014-11-05,9,10 -2669,13791,52,male,NA,NA,2015-01-07,9,8 -2670,12088,54,female,NA,NA,2014-10-08,9,11 -2671,14672,93,NA,NA,NA,2016-09-26,7,11 -2672,12508,39,male,suspected,NA,2014-11-25,9,9 -2673,13648,31,female,NA,NA,2016-03-07,8,6 -2674,13410,72,female,confirmed,NA,2014-07-12,10,2 -2675,14703,3,male,NA,2015-10-08,2015-12-21,8,9 -2676,12754,75,NA,suspected,NA,2015-08-11,9,1 -2677,13990,11,male,suspected,NA,2014-12-13,9,9 -2678,13667,84,male,NA,2014-07-26,2015-08-28,9,0 -2679,13474,92,female,suspected,2014-02-11,2015-06-29,9,2 -2680,14693,87,female,NA,2015-05-02,2015-04-15,9,5 -2681,13231,97,male,suspected,2014-11-14,2015-01-22,9,8 -2682,13475,2,female,suspected,NA,2014-11-23,9,10 -2683,12787,9,female,NA,NA,2016-12-10,7,9 -2684,13013,53,male,NA,NA,2015-02-11,9,7 -2685,14457,97,NA,suspected,2014-06-19,2015-11-14,8,10 -2686,12655,47,female,NA,2015-01-26,2014-06-05,10,3 -2687,12210,74,male,NA,2014-03-20,2014-06-27,10,2 -2688,13132,45,male,NA,2015-11-03,2016-07-30,8,1 -2689,14191,31,female,confirmed,2015-07-05,2015-07-11,9,2 -2690,12574,76,male,suspected,2014-11-16,2014-06-09,10,3 -2691,14385,67,female,suspected,NA,2016-05-28,8,3 -2692,13684,13,NA,confirmed,2015-05-22,2015-09-08,9,0 -2693,14830,68,female,NA,NA,2015-07-09,9,2 -2694,13842,81,male,suspected,NA,2016-07-03,8,2 -2695,13072,41,female,NA,2014-10-20,2014-07-09,10,2 -2696,14580,82,male,suspected,NA,2015-07-09,9,2 -2697,14089,88,female,suspected,2014-01-08,2016-04-29,8,4 -2698,14945,80,female,suspected,NA,2015-08-01,9,1 -2699,14086,10,female,NA,2014-09-22,2014-10-11,9,11 -2700,12711,87,NA,NA,2015-05-07,2014-05-29,10,3 -2701,14176,57,male,suspected,2015-09-17,2016-10-20,7,11 -2702,13763,31,male,NA,NA,2016-02-20,8,7 -2703,14018,75,male,suspected,2015-02-26,2015-10-05,8,11 -2704,14628,8,female,NA,2015-02-20,2014-06-16,10,3 -2705,13353,43,male,NA,2014-12-05,2014-04-21,10,5 -2706,14365,41,NA,confirmed,NA,2014-03-10,10,6 -2707,12911,94,male,NA,NA,2014-12-13,9,9 -2708,13819,16,male,confirmed,2015-02-18,2016-05-08,8,4 -2709,14541,22,male,confirmed,NA,2014-11-01,9,10 -2710,14581,95,female,NA,2014-02-04,2014-08-21,10,1 -2711,14745,41,male,NA,2015-01-20,2014-08-10,10,1 -2712,13205,41,female,NA,NA,2016-09-01,8,0 -2713,12398,32,male,NA,2014-05-24,2014-06-18,10,3 -2714,12513,26,male,NA,2014-02-18,2014-08-02,10,1 -2715,14221,29,female,NA,NA,2015-10-09,8,11 -2716,12857,13,female,confirmed,NA,2016-11-06,7,10 -2717,12136,59,female,NA,2015-06-15,2016-04-11,8,5 -2718,12339,19,male,NA,NA,2016-09-09,8,0 -2719,12677,78,male,confirmed,NA,2014-03-19,10,6 -2720,13712,78,female,suspected,2015-01-30,2014-08-20,10,1 -2721,13084,68,female,NA,2014-08-16,2014-06-27,10,2 -2722,14236,61,female,NA,NA,2014-06-07,10,3 -2723,12873,20,female,confirmed,2014-08-03,2014-03-27,10,5 -2724,13309,45,male,confirmed,NA,2016-11-24,7,9 -2725,14088,58,male,NA,NA,2016-08-01,8,1 -2726,14168,31,NA,NA,NA,2014-04-18,10,5 -2727,14445,33,male,NA,2015-04-13,2015-12-04,8,9 -2728,11993,68,male,NA,NA,2014-04-08,10,5 -2729,13430,57,female,NA,NA,2016-11-23,7,9 -2730,14439,32,male,suspected,2014-02-11,2015-10-03,8,11 -2731,13324,3,male,NA,NA,2016-10-11,7,11 -2732,12118,82,male,confirmed,NA,2014-02-22,10,7 -2733,12677,22,male,NA,2014-03-25,2015-10-11,8,11 -2734,13543,0,male,NA,2014-09-23,2015-09-18,9,0 -2735,14647,64,female,suspected,2015-06-10,2015-01-10,9,8 -2736,13016,20,female,suspected,2014-11-21,2015-11-08,8,10 -2737,12044,13,male,NA,2015-02-02,2016-02-18,8,7 -2738,13365,37,female,confirmed,2014-04-28,2015-01-13,9,8 -2739,13931,72,female,NA,NA,2015-11-06,8,10 -2740,14710,74,male,confirmed,2015-04-17,2015-06-17,9,3 -2741,13156,22,female,NA,2015-04-02,2014-10-22,9,11 -2742,14449,11,female,suspected,2015-06-09,2014-10-07,9,11 -2743,12351,35,male,NA,2014-07-30,2015-03-15,9,6 -2744,14158,73,male,confirmed,2014-02-28,2015-02-19,9,7 -2745,12280,68,female,suspected,2015-02-23,2015-02-01,9,7 -2746,12055,85,female,suspected,2015-11-03,2015-04-29,9,4 -2747,12101,80,male,confirmed,NA,2015-04-27,9,4 -2748,13588,20,male,NA,2014-11-16,2015-03-24,9,6 -2749,14949,66,male,confirmed,2015-02-08,2014-08-11,10,1 -2750,13632,26,NA,suspected,2014-04-24,2015-05-11,9,4 -2751,13093,95,female,NA,2014-05-28,2014-07-29,10,1 -2752,13471,96,female,NA,NA,2015-12-25,8,8 -2753,13000,91,female,confirmed,NA,2015-06-26,9,2 -2754,13513,5,female,suspected,NA,2015-09-09,9,0 -2755,12561,19,female,NA,NA,2015-02-17,9,7 -2756,14003,88,female,NA,2014-05-10,2015-05-09,9,4 -2757,13570,87,female,suspected,NA,2015-01-09,9,8 -2758,12122,35,female,NA,NA,2015-03-05,9,6 -2759,14975,46,female,NA,2014-03-29,2015-01-07,9,8 -2760,13458,91,female,NA,2015-01-03,2015-02-07,9,7 -2761,13012,46,male,NA,NA,2014-08-21,10,1 -2762,14606,27,male,NA,2014-11-28,2016-05-06,8,4 -2763,13819,57,female,suspected,NA,2016-05-29,8,3 -2764,14430,33,male,NA,2014-07-11,2015-01-20,9,8 -2765,11937,33,male,confirmed,2015-07-09,2014-10-05,9,11 -2766,12026,19,male,NA,NA,2015-03-03,9,6 -2767,14734,60,female,NA,2015-03-21,2014-12-12,9,9 -2768,12892,1,male,NA,2015-01-21,2014-05-23,10,4 -2769,13533,11,male,NA,2014-02-11,2014-11-24,9,9 -2770,13215,70,male,confirmed,2014-10-05,2014-11-24,9,9 -2771,14937,36,NA,NA,NA,2014-09-11,10,0 -2772,13515,64,female,confirmed,2014-12-21,2015-07-25,9,1 -2773,13558,99,female,NA,2015-06-09,2016-06-21,8,3 -2774,12468,80,male,NA,NA,2014-11-13,9,10 -2775,14697,71,female,NA,NA,2015-01-30,9,7 -2776,13667,93,female,suspected,2015-07-05,2015-08-05,9,1 -2777,14886,79,male,NA,2014-09-13,2016-07-09,8,2 -2778,12149,6,male,suspected,NA,2016-08-02,8,1 -2779,13350,41,female,suspected,NA,2015-01-14,9,8 -2780,14135,2,male,NA,NA,2014-08-08,10,1 -2781,13304,57,male,NA,2014-04-24,2015-01-13,9,8 -2782,14896,4,female,NA,NA,2015-08-21,9,1 -2783,14756,8,male,suspected,2015-01-12,2015-04-22,9,5 -2784,12907,85,female,NA,2015-12-05,2016-10-04,7,11 -2785,13131,42,male,suspected,NA,2015-09-12,9,0 -2786,14958,97,male,suspected,NA,2015-09-14,9,0 -2787,13159,97,female,suspected,NA,2016-07-19,8,2 -2788,12519,91,male,NA,2014-10-15,2014-08-13,10,1 -2789,14391,47,male,NA,2015-02-06,2015-11-05,8,10 -2790,12626,94,male,NA,NA,2015-06-22,9,3 -2791,13850,14,male,NA,2015-10-05,2016-04-18,8,5 -2792,14037,70,female,confirmed,2015-07-11,2015-05-06,9,4 -2793,13762,52,NA,suspected,2014-09-11,2015-01-10,9,8 -2794,14798,55,male,confirmed,NA,2015-07-23,9,2 -2795,13065,38,female,NA,NA,2015-05-19,9,4 -2796,11912,80,female,suspected,NA,2015-05-15,9,4 -2797,11975,8,male,suspected,2015-06-18,2015-02-06,9,7 -2798,12893,31,female,NA,2014-07-13,2015-02-18,9,7 -2799,14762,11,NA,suspected,2014-05-28,2015-07-26,9,1 -2800,12592,99,male,NA,2014-05-13,2014-09-26,9,11 -2801,14914,7,female,confirmed,2015-05-18,2015-05-17,9,4 -2802,14977,46,female,confirmed,2014-01-05,2016-08-14,8,1 -2803,11989,7,female,NA,NA,2015-01-29,9,7 -2804,12972,32,male,NA,2015-12-10,2016-12-03,7,9 -2805,13341,54,male,suspected,NA,2014-12-29,9,8 -2806,14280,73,male,NA,NA,2014-07-11,10,2 -2807,13738,10,female,NA,2015-01-01,2014-06-17,10,3 -2808,12706,28,NA,suspected,2014-12-27,2016-06-25,8,2 -2809,13960,54,female,NA,2015-01-01,2015-05-13,9,4 -2810,14888,65,male,suspected,2015-02-19,2015-08-21,9,1 -2811,12681,20,female,NA,2015-11-09,2014-05-12,10,4 -2812,13601,44,female,NA,NA,2014-10-08,9,11 -2813,13158,2,female,NA,2015-03-11,2016-10-13,7,11 -2814,14618,35,female,suspected,2014-06-15,2015-06-12,9,3 -2815,13901,68,female,NA,NA,2015-09-30,8,11 -2816,13928,23,male,suspected,NA,2016-07-10,8,2 -2817,13021,37,female,NA,NA,2014-09-04,10,0 -2818,14431,NA,female,confirmed,NA,2015-02-16,9,7 -2819,14019,45,male,NA,2014-06-16,2014-06-24,10,3 -2820,11924,29,male,NA,2015-06-24,2015-07-15,9,2 -2821,13024,64,male,confirmed,2014-12-21,2015-03-23,9,6 -2822,13521,63,female,NA,2014-08-12,2016-03-24,8,6 -2823,12354,43,female,confirmed,NA,2014-03-24,10,6 -2824,14033,96,female,NA,2015-07-28,2015-08-21,9,1 -2825,12554,69,NA,NA,NA,2015-04-23,9,5 -2826,12430,74,NA,suspected,2015-08-18,2015-08-22,9,1 -2827,13049,50,female,NA,NA,2016-03-19,8,6 -2828,14854,31,male,NA,2015-05-13,2014-12-09,9,9 -2829,13566,51,male,NA,2015-07-05,2014-06-29,10,2 -2830,14886,33,male,NA,2014-11-13,2014-09-28,9,11 -2831,13931,80,female,confirmed,2015-01-13,2015-08-22,9,1 -2832,14603,28,male,confirmed,2014-02-25,2015-08-15,9,1 -2833,14315,69,NA,suspected,2015-01-25,2015-02-11,9,7 -2834,11967,45,male,NA,NA,2014-08-31,10,0 -2835,14295,87,female,NA,NA,2015-02-14,9,7 -2836,14668,2,female,NA,NA,2014-07-12,10,2 -2837,12626,33,female,confirmed,NA,2014-07-31,10,1 -2838,13698,71,NA,suspected,2015-11-05,2015-07-25,9,1 -2839,14860,62,male,NA,2014-05-03,2014-03-31,10,5 -2840,12588,72,NA,confirmed,NA,2015-04-02,9,5 -2841,12548,50,male,NA,NA,2016-02-26,8,6 -2842,14267,70,male,confirmed,2015-01-10,2015-06-10,9,3 -2843,13070,32,female,NA,NA,2015-01-20,9,8 -2844,12223,25,female,NA,NA,2016-03-11,8,6 -2845,14561,45,male,NA,NA,2015-06-21,9,3 -2846,12993,34,NA,NA,2014-08-08,2014-09-17,10,0 -2847,13207,19,female,NA,2015-02-20,2015-02-10,9,7 -2848,13437,85,male,suspected,2015-11-23,2014-07-28,10,1 -2849,12420,53,NA,suspected,2015-12-04,2015-03-04,9,6 -2850,14306,67,male,NA,2015-06-23,2016-07-03,8,2 -2851,12324,93,male,confirmed,NA,2016-08-09,8,1 -2852,14012,20,NA,NA,NA,2014-05-20,10,4 -2853,11905,56,female,confirmed,NA,2015-08-21,9,1 -2854,11925,100,male,NA,2014-09-20,2016-10-04,7,11 -2855,12380,31,male,NA,2015-12-07,2014-06-09,10,3 -2856,13674,96,female,suspected,2014-03-08,2015-01-03,9,8 -2857,12533,0,male,NA,NA,2014-03-25,10,5 -2858,13776,19,NA,NA,NA,2016-10-11,7,11 -2859,14171,29,female,suspected,2014-03-25,2015-02-16,9,7 -2860,11972,98,female,confirmed,NA,2014-03-20,10,6 -2861,13832,61,female,suspected,2015-07-23,2016-01-26,8,7 -2862,12177,82,male,confirmed,2014-06-11,2016-06-09,8,3 -2863,14606,86,male,suspected,2014-10-25,2014-08-04,10,1 -2864,13872,84,female,suspected,2015-01-02,2015-10-13,8,11 -2865,12450,23,female,NA,2015-11-24,2014-02-25,10,6 -2866,12451,46,NA,NA,NA,2016-07-30,8,1 -2867,13789,98,NA,NA,2014-10-03,2016-06-25,8,2 -2868,13144,92,male,NA,2014-04-30,2016-03-26,8,5 -2869,14593,4,male,NA,2015-10-28,2014-10-24,9,10 -2870,14284,85,female,confirmed,NA,2016-11-01,7,10 -2871,14413,53,NA,confirmed,NA,2014-09-06,10,0 -2872,13609,69,female,NA,2015-04-18,2015-03-28,9,5 -2873,14667,23,female,confirmed,NA,2014-08-22,10,1 -2874,14759,43,female,confirmed,NA,2014-11-11,9,10 -2875,14924,98,male,NA,2015-03-30,2016-08-25,8,0 -2876,12955,100,male,NA,NA,2014-07-14,10,2 -2877,12662,63,male,suspected,2014-08-22,2015-01-01,9,8 -2878,12530,84,male,suspected,NA,2016-06-20,8,3 -2879,12267,0,female,suspected,NA,2014-05-25,10,3 -2880,13992,100,female,NA,NA,2016-08-14,8,1 -2881,14627,49,female,confirmed,NA,2015-04-14,9,5 -2882,14275,28,male,NA,2014-07-10,2015-07-26,9,1 -2883,14372,18,NA,suspected,NA,2014-07-19,10,2 -2884,14006,81,male,NA,2015-01-17,2015-08-06,9,1 -2885,14519,53,male,suspected,NA,2014-06-07,10,3 -2886,13877,66,female,confirmed,2015-02-16,2015-09-30,8,11 -2887,14527,58,female,suspected,NA,2014-10-14,9,11 -2888,13383,63,female,confirmed,NA,2015-12-10,8,9 -2889,12176,45,male,NA,2015-02-25,2015-01-30,9,7 -2890,14684,16,female,suspected,2015-10-13,2014-12-04,9,9 -2891,13784,92,female,NA,NA,2016-10-01,7,11 -2892,12126,NA,female,NA,2014-05-12,2014-06-04,10,3 -2893,13060,27,male,NA,NA,2015-05-09,9,4 -2894,12381,23,female,NA,2015-02-10,2015-04-05,9,5 -2895,13234,22,male,NA,NA,2015-03-18,9,6 -2896,12183,72,male,NA,NA,2015-03-13,9,6 -2897,12986,73,female,NA,2014-02-11,2014-08-14,10,1 -2898,14152,44,female,NA,NA,2014-10-04,9,11 -2899,13745,7,female,NA,2014-08-05,2016-08-28,8,0 -2900,14823,45,male,NA,2015-07-28,2015-03-12,9,6 -2901,11929,60,male,confirmed,2015-01-24,2014-12-03,9,9 -2902,12831,27,NA,suspected,2014-07-23,2015-04-10,9,5 -2903,12194,97,female,confirmed,NA,2015-10-28,8,10 -2904,14282,71,male,suspected,2015-01-13,2015-12-13,8,9 -2905,14704,85,female,NA,2014-10-24,2014-12-23,9,9 -2906,11930,33,male,suspected,2014-12-03,2014-05-03,10,4 -2907,12129,89,male,confirmed,2015-05-12,2014-06-10,10,3 -2908,13674,54,male,NA,2014-05-15,2015-12-12,8,9 -2909,12231,65,male,confirmed,NA,2015-02-19,9,7 -2910,14223,41,NA,NA,2014-07-29,2014-11-29,9,9 -2911,13486,51,female,confirmed,NA,2016-05-10,8,4 -2912,14969,37,male,suspected,NA,2015-02-17,9,7 -2913,12904,11,male,NA,NA,2015-05-25,9,4 -2914,12731,33,NA,NA,NA,2014-09-30,9,11 -2915,13868,82,female,suspected,NA,2014-07-24,10,2 -2916,14163,53,male,NA,NA,2014-07-31,10,1 -2917,13229,56,female,NA,2015-06-15,2016-04-11,8,5 -2918,14753,8,female,NA,NA,2014-05-04,10,4 -2919,14847,46,female,NA,2015-11-24,2016-04-10,8,5 -2920,14217,89,male,confirmed,NA,2016-09-21,8,0 -2921,14779,86,male,NA,2015-06-30,2015-06-28,9,2 -2922,14434,80,male,NA,2015-10-12,2015-01-24,9,7 -2923,14441,89,female,confirmed,2015-01-21,2014-05-10,10,4 -2924,13527,32,male,NA,NA,2015-01-08,9,8 -2925,13384,79,female,suspected,NA,2014-09-25,9,11 -2926,12306,15,female,confirmed,2015-06-14,2014-07-28,10,1 -2927,12560,64,male,confirmed,2015-07-14,2015-06-30,9,2 -2928,13774,41,female,suspected,NA,2014-05-26,10,3 -2929,13841,30,female,NA,2014-03-23,2015-04-18,9,5 -2930,14561,66,female,suspected,NA,2016-08-24,8,0 -2931,12192,60,male,confirmed,2014-05-14,2015-06-16,9,3 -2932,14569,60,female,NA,2015-07-21,2014-02-07,10,7 -2933,14666,15,male,NA,2014-09-11,2015-03-16,9,6 -2934,14720,86,female,NA,2014-03-05,2015-08-04,9,1 -2935,12596,100,female,NA,2014-09-07,2016-10-11,7,11 -2936,12007,100,NA,NA,2015-06-07,2014-07-07,10,2 -2937,14833,5,female,confirmed,2015-01-21,2016-08-29,8,0 -2938,14402,14,male,NA,NA,2015-05-11,9,4 -2939,13471,71,female,confirmed,2015-08-20,2014-09-16,10,0 -2940,13359,82,female,NA,2015-04-25,2014-10-31,9,10 -2941,11974,5,male,NA,2014-02-28,2014-12-05,9,9 -2942,12745,23,male,NA,2015-01-07,2014-08-08,10,1 -2943,12990,89,male,confirmed,NA,2014-12-25,9,8 -2944,14587,76,female,NA,2014-07-27,2014-02-03,10,7 -2945,14270,35,female,confirmed,2015-04-21,2014-08-28,10,0 -2946,13904,14,female,NA,NA,2014-05-04,10,4 -2947,14578,65,male,NA,2014-03-26,2015-09-02,9,0 -2948,13323,72,female,NA,2014-09-09,2015-01-11,9,8 -2949,14223,26,female,suspected,NA,2014-07-06,10,2 -2950,12569,54,female,confirmed,NA,2014-07-25,10,1 -2951,13317,16,male,confirmed,2015-06-29,2016-01-08,8,8 -2952,14438,10,male,NA,NA,2014-06-18,10,3 -2953,13774,81,male,confirmed,NA,2015-05-24,9,4 -2954,13086,38,female,NA,2015-11-15,2015-09-14,9,0 -2955,13606,94,male,NA,2015-07-10,2015-07-08,9,2 -2956,14543,86,female,suspected,NA,2015-09-21,9,0 -2957,13880,46,male,NA,2014-01-09,2014-12-17,9,9 -2958,12325,89,female,NA,2015-09-29,2016-07-19,8,2 -2959,13135,15,female,confirmed,NA,2014-12-22,9,9 -2960,14563,88,male,confirmed,NA,2014-09-25,9,11 -2961,12709,32,male,NA,2015-09-21,2014-06-04,10,3 -2962,14729,10,female,NA,2015-09-10,2015-07-26,9,1 -2963,14735,73,male,confirmed,NA,2015-08-21,9,1 -2964,12385,31,female,NA,NA,2014-07-04,10,2 -2965,14578,5,female,NA,2015-11-21,2014-01-03,10,8 -2966,13278,65,female,NA,2014-11-10,2014-11-12,9,10 -2967,13091,37,male,confirmed,NA,2015-06-26,9,2 -2968,12724,36,male,NA,NA,2016-08-19,8,1 -2969,14333,95,male,confirmed,NA,2015-02-10,9,7 -2970,12193,74,male,suspected,NA,2014-06-22,10,3 -2971,14665,7,male,NA,NA,2015-08-23,9,1 -2972,14863,18,male,NA,2015-08-16,2016-08-15,8,1 -2973,11955,22,male,confirmed,2014-11-06,2014-09-01,10,0 -2974,12188,36,male,NA,2015-07-15,2016-06-25,8,2 -2975,14801,28,male,NA,2015-10-21,2015-02-26,9,6 -2976,11951,4,male,NA,NA,2016-07-06,8,2 -2977,12279,68,male,confirmed,2014-02-09,2015-07-03,9,2 -2978,12877,48,female,NA,2014-02-18,2016-06-18,8,3 -2979,14600,76,male,suspected,2015-01-31,2015-05-20,9,4 -2980,14691,51,female,suspected,NA,2016-09-26,7,11 -2981,14300,37,male,suspected,2014-06-20,2014-08-06,10,1 -2982,14648,10,female,NA,NA,2015-04-04,9,5 -2983,14337,44,female,NA,2015-06-17,2015-12-27,8,8 -2984,12103,68,female,confirmed,2015-11-30,2015-03-19,9,6 -2985,14608,28,NA,confirmed,2014-07-25,2015-05-21,9,4 -2986,12619,64,male,confirmed,2015-01-07,2015-05-28,9,3 -2987,12548,51,female,suspected,2014-04-13,2015-05-25,9,4 -2988,12144,30,male,suspected,2015-09-25,2015-04-11,9,5 -2989,14349,75,NA,NA,NA,2015-06-11,9,3 -2990,13018,95,female,suspected,2014-10-22,2016-05-29,8,3 -2991,14508,24,female,NA,NA,2015-04-05,9,5 -2992,14056,9,female,suspected,2015-04-27,2014-11-23,9,10 -2993,14315,35,male,NA,2014-08-23,2015-03-17,9,6 -2994,14473,80,male,suspected,2015-10-16,2015-02-05,9,7 -2995,14212,65,male,confirmed,2014-03-30,2015-03-06,9,6 -2996,14183,74,male,NA,NA,2014-06-22,10,3 -2997,14671,71,female,confirmed,NA,2015-09-07,9,0 -2998,12041,17,female,suspected,NA,2015-01-03,9,8 -2999,13051,85,male,NA,NA,2014-09-18,10,0 -3000,12575,81,female,confirmed,NA,2014-07-21,10,2 -3001,11965,18,female,confirmed,2015-01-27,2014-05-25,10,3 -3002,12524,69,NA,suspected,2015-09-08,2014-02-12,10,7 -3003,14735,7,female,confirmed,NA,2015-01-01,9,8 -3004,12256,0,female,confirmed,NA,2016-02-28,8,6 -3005,12137,61,NA,NA,2014-04-13,2014-11-14,9,10 -3006,12310,63,female,confirmed,2014-09-12,2015-09-26,8,11 -3007,14172,86,female,suspected,NA,2014-09-12,10,0 -3008,13023,37,male,confirmed,NA,2016-08-17,8,1 -3009,13928,73,male,suspected,2015-09-20,2014-03-19,10,6 -3010,13960,41,female,NA,2014-03-16,2015-05-13,9,4 -3011,12451,13,male,NA,NA,2015-08-16,9,1 -3012,12928,1,female,NA,2015-06-13,2015-03-11,9,6 -3013,13368,98,male,suspected,2015-10-13,2014-07-16,10,2 -3014,12950,67,male,NA,NA,2014-03-31,10,5 -3015,11907,50,male,NA,2015-12-06,2015-05-02,9,4 -3016,13258,34,female,NA,2015-06-17,2016-10-09,7,11 -3017,12211,97,female,NA,NA,2014-10-19,9,11 -3018,13490,17,female,suspected,NA,2014-09-12,10,0 -3019,14260,49,male,NA,2015-06-24,2016-10-04,7,11 -3020,13261,30,female,suspected,2015-07-20,2014-06-04,10,3 -3021,14523,84,NA,confirmed,2015-09-27,2014-10-21,9,11 -3022,13236,100,female,suspected,NA,2015-09-17,9,0 -3023,13352,60,female,suspected,NA,2014-02-11,10,7 -3024,14716,1,NA,suspected,NA,2014-09-02,10,0 -3025,12078,64,male,NA,NA,2015-02-25,9,6 -3026,12470,80,female,NA,NA,2015-08-18,9,1 -3027,12232,16,male,confirmed,NA,2014-10-10,9,11 -3028,13801,99,male,NA,2014-06-20,2016-10-11,7,11 -3029,14581,14,female,suspected,NA,2015-06-28,9,2 -3030,12570,17,male,NA,NA,2015-11-08,8,10 -3031,14810,28,female,NA,2015-07-17,2016-06-01,8,3 -3032,13100,45,female,confirmed,2014-09-13,2015-02-09,9,7 -3033,12043,89,male,confirmed,NA,2015-05-25,9,4 -3034,14630,23,male,NA,2015-11-01,2016-10-23,7,11 -3035,12881,62,female,suspected,2015-05-21,2014-06-29,10,2 -3036,14497,69,male,suspected,2015-08-18,2014-08-14,10,1 -3037,12068,84,NA,NA,NA,2016-11-25,7,9 -3038,12739,7,female,confirmed,2015-09-17,2016-02-24,8,6 -3039,14275,12,female,NA,2014-04-08,2016-06-26,8,2 -3040,12527,40,male,NA,NA,2016-08-15,8,1 -3041,12091,62,male,NA,2015-09-22,2015-04-21,9,5 -3042,13787,51,male,confirmed,2014-10-21,2015-06-28,9,2 -3043,13181,65,NA,confirmed,2015-02-19,2015-04-19,9,5 -3044,13899,48,male,NA,NA,2015-01-24,9,7 -3045,13714,33,female,NA,NA,2015-06-20,9,3 -3046,12350,62,male,NA,2015-08-21,2015-07-05,9,2 -3047,13812,90,male,confirmed,2014-07-15,2015-06-16,9,3 -3048,12189,26,NA,suspected,2015-06-10,2016-01-04,8,8 -3049,12680,NA,NA,NA,2015-06-24,2016-01-04,8,8 -3050,14264,89,female,NA,NA,2015-11-05,8,10 -3051,14725,29,female,suspected,2014-03-30,2014-07-15,10,2 -3052,12501,20,male,suspected,NA,2015-07-19,9,2 -3053,14584,NA,male,NA,2015-09-24,2014-09-25,9,11 -3054,13201,23,female,confirmed,NA,2016-02-21,8,7 -3055,13426,99,female,suspected,NA,2016-07-07,8,2 -3056,13739,25,male,NA,NA,2014-02-12,10,7 -3057,13612,80,male,NA,NA,2014-11-13,9,10 -3058,12546,44,male,suspected,2015-11-20,2014-11-27,9,9 -3059,12906,0,NA,NA,2015-11-15,2016-12-12,7,9 -3060,14762,46,female,confirmed,NA,2014-09-25,9,11 -3061,13127,85,male,confirmed,2015-04-02,2016-07-26,8,1 -3062,14074,52,male,NA,NA,2014-05-27,10,3 -3063,12221,39,male,NA,2014-04-20,2015-07-22,9,2 -3064,12290,53,female,NA,2014-05-12,2015-03-19,9,6 -3065,14888,61,female,NA,NA,2015-10-24,8,11 -3066,12060,2,male,NA,2015-05-31,2014-06-19,10,3 -3067,13433,24,female,confirmed,NA,2015-05-21,9,4 -3068,14037,15,female,NA,NA,2015-08-02,9,1 -3069,14194,NA,female,NA,2015-08-26,2015-03-18,9,6 -3070,13543,39,female,suspected,2014-07-27,2014-09-06,10,0 -3071,12504,65,male,NA,2015-05-29,2014-11-19,9,10 -3072,14364,77,NA,confirmed,NA,2014-08-24,10,1 -3073,13758,75,female,suspected,2015-12-01,2015-05-02,9,4 -3074,13129,99,male,suspected,NA,2015-10-24,8,11 -3075,13913,93,female,confirmed,NA,2015-05-30,9,3 -3076,14493,25,NA,confirmed,2014-07-27,2014-04-11,10,5 -3077,14251,41,female,confirmed,2015-08-18,2014-07-07,10,2 -3078,12294,49,female,confirmed,2015-10-25,2015-04-01,9,5 -3079,13566,84,male,NA,2015-09-14,2016-11-01,7,10 -3080,14911,30,female,suspected,2015-07-30,2014-04-21,10,5 -3081,14716,55,male,NA,NA,2016-08-24,8,0 -3082,14963,42,NA,NA,2015-09-17,2015-11-24,8,9 -3083,14267,61,male,suspected,2015-09-30,2015-10-17,8,11 -3084,12847,60,female,suspected,NA,2015-03-22,9,6 -3085,14818,1,male,NA,2014-12-22,2015-04-13,9,5 -3086,13693,46,male,NA,2015-10-27,2016-01-09,8,8 -3087,14182,69,female,NA,2015-10-02,2015-09-04,9,0 -3088,13610,15,female,confirmed,NA,2014-11-08,9,10 -3089,14207,66,male,NA,2015-07-16,2015-07-28,9,1 -3090,14075,58,female,NA,2015-01-26,2016-10-26,7,10 -3091,12461,41,male,suspected,NA,2014-07-21,10,2 -3092,13963,55,male,suspected,2015-01-11,2015-10-04,8,11 -3093,12319,96,female,suspected,2015-05-20,2015-04-12,9,5 -3094,13584,50,male,suspected,NA,2015-04-15,9,5 -3095,12996,68,NA,NA,2014-03-11,2014-12-19,9,9 -3096,14827,8,female,NA,2015-02-09,2014-02-25,10,6 -3097,13183,47,male,suspected,2014-05-06,2016-10-07,7,11 -3098,1,20,female,confirmed,2014-05-18,2014-05-23,10,4 -3099,2,42,female,confirmed,2014-05-20,2014-05-25,10,3 -3100,3,45,female,confirmed,2014-05-20,2014-05-25,10,3 -3101,4,15,female,confirmed,2014-05-21,2014-05-26,10,3 -3102,5,19,female,confirmed,2014-05-21,2014-05-26,10,3 -3103,6,55,female,confirmed,2014-05-21,2014-05-26,10,3 -3104,7,50,female,confirmed,2014-05-21,2014-05-26,10,3 -3105,8,8,female,confirmed,2014-05-22,2014-05-27,10,3 -3106,9,54,female,confirmed,2014-05-22,2014-05-27,10,3 -3107,10,57,female,confirmed,2014-05-22,2014-05-27,10,3 -3108,11,50,female,confirmed,2014-05-22,2014-05-27,10,3 -3109,12,27,female,confirmed,2014-05-22,2014-05-27,10,3 -3110,13,38,female,confirmed,2014-05-22,2014-05-27,10,3 -3111,14,29,female,suspected,2014-05-23,2014-05-28,10,3 -3112,15,43,female,suspected,2014-05-24,2014-05-29,10,3 -3113,16,NA,female,suspected,2014-05-24,2014-05-29,10,3 -3114,17,38,female,confirmed,2014-05-26,2014-05-31,10,3 -3115,18,36,female,suspected,2014-05-26,2014-05-31,10,3 -3116,19,35,female,suspected,2014-05-26,2014-05-31,10,3 -3117,20,3,female,suspected,2014-05-26,2014-05-31,10,3 -3118,21,20,female,suspected,2014-05-26,2014-05-31,10,3 -3119,22,19,male,suspected,2014-05-26,2014-05-31,10,3 -3120,23,3,female,suspected,2014-05-26,2014-05-31,10,3 -3121,24,2,male,suspected,2014-05-26,2014-05-31,10,3 -3122,25,62,male,suspected,2014-05-26,2014-05-31,10,3 -3123,26,26,female,suspected,2014-05-26,2014-05-31,10,3 -3124,27,43,male,confirmed,2014-05-27,2014-06-01,10,3 -3125,28,45,female,confirmed,2014-05-27,2014-06-01,10,3 -3126,29,68,female,confirmed,2014-05-27,2014-06-01,10,3 -3127,30,45,female,suspected,2014-05-27,2014-05-31,10,3 -3128,31,1.8,female,suspected,2014-05-27,2014-06-01,10,3 -3129,32,29,male,suspected,2014-05-27,2014-06-01,10,3 -3130,33,30,female,suspected,2014-05-27,2014-06-01,10,3 -3131,34,16,female,suspected,2014-05-27,2014-06-01,10,3 -3132,35,29,male,suspected,2014-05-28,2014-06-01,10,3 -3133,36,NA,male,suspected,2014-05-28,2014-06-02,10,3 -3134,37,25,female,confirmed,2014-05-29,2014-06-03,10,3 -3135,38,35,female,confirmed,2014-05-29,2014-06-03,10,3 -3136,39,65,female,confirmed,2014-05-29,2014-06-03,10,3 -3137,40,20,female,confirmed,2014-05-29,2014-06-03,10,3 -3138,41,22,female,confirmed,2014-05-29,2014-06-03,10,3 -3139,42,45,female,confirmed,2014-05-29,2014-06-03,10,3 -3140,43,37,male,confirmed,2014-05-29,2014-06-03,10,3 -3141,44,35,female,suspected,2014-05-29,2014-06-03,10,3 -3142,45,41,male,suspected,2014-05-29,2014-06-03,10,3 -3143,46,40,male,suspected,2014-05-29,2014-06-03,10,3 -3144,47,42,female,suspected,2014-05-29,2014-06-03,10,3 -3145,48,28,female,suspected,2014-05-29,2014-06-03,10,3 -3146,49,44,male,confirmed,2014-05-30,2014-06-04,10,3 -3147,50,11,female,confirmed,2014-05-30,2014-06-04,10,3 -3148,51,46,female,confirmed,2014-05-30,2014-06-04,10,3 -3149,52,35,female,confirmed,2014-05-30,2014-06-04,10,3 -3150,53,30,female,confirmed,2014-05-30,2014-06-04,10,3 -3151,54,37,female,confirmed,2014-05-30,2014-06-04,10,3 -3152,55,42,male,confirmed,2014-05-30,2014-06-04,10,3 -3153,56,NA,female,confirmed,2014-05-31,2014-06-05,10,3 -3154,57,30,female,confirmed,2014-05-31,2014-06-07,10,3 -3155,58,42,male,confirmed,2014-06-01,2014-06-06,10,3 -3156,59,33,male,confirmed,2014-06-01,2014-06-06,10,3 -3157,60,17,female,confirmed,2014-06-01,2014-06-06,10,3 -3158,61,7,female,confirmed,2014-06-01,2014-06-06,10,3 -3159,62,28,female,confirmed,2014-06-01,2014-06-06,10,3 -3160,63,39,female,confirmed,2014-06-02,2014-06-07,10,3 -3161,64,60,male,confirmed,2014-06-02,2014-06-07,10,3 -3162,65,40,male,confirmed,2014-06-03,2014-06-10,10,3 -3163,66,50,male,confirmed,2014-06-05,2014-06-10,10,3 -3164,67,35,female,confirmed,2014-06-05,2014-06-10,10,3 -3165,68,45,male,confirmed,2014-06-05,2014-06-10,10,3 -3166,69,27,male,confirmed,2014-06-06,2014-06-11,10,3 -3167,70,50,female,confirmed,2014-06-06,2014-06-11,10,3 -3168,71,29,male,confirmed,2014-06-06,2014-06-11,10,3 -3169,72,63,male,confirmed,2014-06-06,2014-06-11,10,3 -3170,73,35,female,confirmed,2014-06-06,2014-06-11,10,3 -3171,74,37,female,confirmed,2014-06-06,2014-06-11,10,3 -3172,75,7,female,confirmed,2014-06-06,2014-07-21,10,2 -3173,76,8,female,confirmed,2014-06-07,2014-06-12,10,3 -3174,77,40,female,confirmed,2014-06-07,2014-06-12,10,3 -3175,78,40,male,confirmed,2014-06-07,2014-06-12,10,3 -3176,79,45,male,confirmed,2014-06-07,2014-06-12,10,3 -3177,80,45,male,confirmed,2014-06-08,2014-06-13,10,3 -3178,81,35,female,confirmed,2014-06-08,2014-06-13,10,3 -3179,82,80,female,confirmed,2014-06-08,2014-06-13,10,3 -3180,83,30,female,confirmed,2014-06-08,2014-06-13,10,3 -3181,84,73,male,confirmed,2014-06-08,2014-06-13,10,3 -3182,85,20,male,confirmed,2014-06-08,2014-06-24,10,3 -3183,86,38,female,confirmed,2014-06-09,2014-06-14,10,3 -3184,87,60,female,confirmed,2014-06-10,2014-06-15,10,3 -3185,88,35,female,confirmed,2014-06-10,2014-06-15,10,3 -3186,89,30,female,confirmed,2014-06-10,2014-06-15,10,3 -3187,90,40,female,confirmed,2014-06-10,2014-06-15,10,3 -3188,91,20,female,confirmed,2014-06-10,2014-06-15,10,3 -3189,92,6,male,confirmed,2014-06-10,2014-06-15,10,3 -3190,93,2,male,confirmed,2014-06-10,2014-06-15,10,3 -3191,94,40,male,confirmed,2014-06-10,2014-06-15,10,3 -3192,95,1,male,confirmed,2014-06-10,2014-06-15,10,3 -3193,96,4,female,confirmed,2014-06-10,2014-06-15,10,3 -3194,97,4,male,confirmed,2014-06-10,2014-06-15,10,3 -3195,98,38,female,confirmed,2014-06-10,2014-06-15,10,3 -3196,99,12,male,confirmed,2014-06-10,2014-06-15,10,3 -3197,100,40,female,confirmed,2014-06-10,2014-06-15,10,3 -3198,101,25,female,confirmed,2014-06-10,2014-06-15,10,3 -3199,102,40,female,confirmed,2014-06-10,2014-06-15,10,3 -3200,103,13,male,confirmed,2014-06-10,2014-06-15,10,3 -3201,104,30,male,confirmed,2014-06-10,2014-06-15,10,3 -3202,105,30,female,confirmed,2014-06-10,2014-06-15,10,3 -3203,106,52,female,confirmed,2014-06-10,2014-06-15,10,3 -3204,107,35,female,confirmed,2014-06-10,2014-06-15,10,3 -3205,108,15,male,confirmed,2014-06-10,2014-06-15,10,3 -3206,109,10,male,confirmed,2014-06-10,2014-06-15,10,3 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-5110,2013,50,female,confirmed,2014-09-20,2014-09-29,9,11 -5111,2014,36,female,confirmed,2014-09-20,2014-09-29,9,11 -5112,2015,32,male,confirmed,2014-09-20,2014-09-29,9,11 -5113,2016,NA,female,confirmed,2014-09-20,2014-10-01,9,11 -5114,2017,54,female,confirmed,2014-09-20,2014-09-23,10,0 -5115,2018,35,male,confirmed,2014-09-20,2014-09-23,10,0 -5116,2019,11,NA,confirmed,2014-09-20,2014-09-29,9,11 -5117,2020,20,female,confirmed,2014-09-20,2014-10-01,9,11 -5118,2021,52,NA,confirmed,2014-09-20,2014-10-01,9,11 -5119,2022,20,male,confirmed,2014-09-20,2014-09-23,10,0 -5120,2023,65,female,confirmed,2014-09-20,2014-09-23,10,0 -5121,2024,0.9,female,confirmed,2014-09-20,2014-09-29,9,11 -5122,2025,35,female,confirmed,2014-09-20,2014-09-28,9,11 -5123,2026,5,NA,confirmed,2014-09-20,2014-09-27,9,11 -5124,2027,27,female,confirmed,2014-09-20,2014-09-27,9,11 -5125,2028,35,female,confirmed,2014-09-20,2014-09-29,9,11 -5126,2029,6,NA,confirmed,2014-09-20,2014-09-27,9,11 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-5508,2411,65,NA,suspected,2014-09-26,2014-10-02,9,11 -5509,2412,43,NA,suspected,2014-09-26,2014-10-02,9,11 -5510,2413,73,female,confirmed,2014-09-27,2014-10-04,9,11 -5511,2414,46,male,confirmed,2014-09-27,2014-10-05,9,11 -5512,2415,18,NA,confirmed,2014-09-27,2014-10-08,9,11 -5513,2416,20,NA,confirmed,2014-09-27,2014-10-03,9,11 -5514,2417,37,female,confirmed,2014-09-27,2014-10-03,9,11 -5515,2418,38,male,confirmed,2014-09-27,2014-09-30,9,11 -5516,2419,29,male,confirmed,2014-09-27,2014-10-03,9,11 -5517,2420,59,female,confirmed,2014-09-27,2014-10-04,9,11 -5518,2421,13,female,confirmed,2014-09-27,2014-10-03,9,11 -5519,2422,17,male,confirmed,2014-09-27,2014-10-07,9,11 -5520,2423,15,male,confirmed,2014-09-27,2014-10-04,9,11 -5521,2424,11,male,confirmed,2014-09-27,2014-10-05,9,11 -5522,2425,35,male,confirmed,2014-09-27,2014-10-04,9,11 -5523,2426,6,female,confirmed,2014-09-27,2014-10-06,9,11 -5524,2427,30,female,confirmed,2014-09-27,2014-10-06,9,11 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-5542,2445,NA,male,confirmed,2014-09-27,2014-10-04,9,11 -5543,2446,16,male,confirmed,2014-09-27,2014-10-01,9,11 -5544,2447,30,female,confirmed,2014-09-27,2014-09-28,9,11 -5545,2448,NA,NA,confirmed,2014-09-27,2014-09-29,9,11 -5546,2449,NA,male,confirmed,2014-09-27,2014-10-07,9,11 -5547,2450,13,female,confirmed,2014-09-27,2014-10-07,9,11 -5548,2451,26,NA,confirmed,2014-09-27,2014-10-07,9,11 -5549,2452,4,male,confirmed,2014-09-27,2014-10-07,9,11 -5550,2453,16,female,confirmed,2014-09-27,2014-10-03,9,11 -5551,2454,26,male,confirmed,2014-09-27,2014-10-03,9,11 -5552,2455,13,male,confirmed,2014-09-27,2014-10-07,9,11 -5553,2456,45,female,confirmed,2014-09-27,2014-10-03,9,11 -5554,2457,16,male,confirmed,2014-09-27,2014-10-07,9,11 -5555,2458,34,female,confirmed,2014-09-27,2014-10-03,9,11 -5556,2459,19,female,confirmed,2014-09-27,2014-10-03,9,11 -5557,2460,26,female,confirmed,2014-09-27,2014-10-04,9,11 -5558,2461,30,male,confirmed,2014-09-27,2014-10-05,9,11 -5559,2462,55,male,confirmed,2014-09-27,2014-10-04,9,11 -5560,2463,36,female,confirmed,2014-09-27,2014-10-04,9,11 -5561,2464,5,male,confirmed,2014-09-27,2014-10-03,9,11 -5562,2465,19,NA,suspected,2014-09-27,2014-09-28,9,11 -5563,2466,22,NA,suspected,2014-09-27,2014-09-28,9,11 -5564,2467,42,NA,suspected,2014-09-27,2014-10-01,9,11 -5565,2468,55,NA,suspected,2014-09-27,2014-10-02,9,11 -5566,2469,20,NA,suspected,2014-09-27,2014-10-02,9,11 -5567,2470,6,NA,suspected,2014-09-27,2014-10-06,9,11 -5568,2471,76,NA,suspected,2014-09-27,2014-10-03,9,11 -5569,2472,30,NA,suspected,2014-09-27,2014-10-03,9,11 -5570,2473,22,NA,suspected,2014-09-27,2014-10-04,9,11 -5571,2474,36,NA,suspected,2014-09-27,2014-10-04,9,11 -5572,2475,37,male,confirmed,2014-09-28,2014-10-05,9,11 -5573,2476,33,female,confirmed,2014-09-28,2014-10-05,9,11 -5574,2477,65,female,confirmed,2014-09-28,2014-10-05,9,11 -5575,2478,16,NA,confirmed,2014-09-28,2014-10-05,9,11 -5576,2479,45,NA,confirmed,2014-09-28,2014-10-04,9,11 -5577,2480,27,female,confirmed,2014-09-28,2014-10-05,9,11 -5578,2481,31,NA,confirmed,2014-09-28,2014-10-05,9,11 -5579,2482,15,female,confirmed,2014-09-28,2014-10-04,9,11 -5580,2483,11,NA,confirmed,2014-09-28,2014-10-04,9,11 -5581,2484,40,male,confirmed,2014-09-28,2014-10-07,9,11 -5582,2485,4,male,confirmed,2014-09-28,2014-10-06,9,11 -5583,2486,40,female,confirmed,2014-09-28,2014-10-01,9,11 -5584,2487,45,NA,confirmed,2014-09-28,2014-10-01,9,11 -5585,2488,NA,male,confirmed,2014-09-28,2014-10-02,9,11 -5586,2489,NA,female,confirmed,2014-09-28,2014-10-06,9,11 -5587,2490,NA,male,confirmed,2014-09-28,2014-10-06,9,11 -5588,2491,NA,female,confirmed,2014-09-28,2014-10-06,9,11 -5589,2492,20,male,confirmed,2014-09-28,2014-10-04,9,11 -5590,2493,40,female,confirmed,2014-09-28,2014-10-04,9,11 -5591,2494,35,female,confirmed,2014-09-28,2014-10-04,9,11 -5592,2495,22,female,confirmed,2014-09-28,2014-10-04,9,11 -5593,2496,25,male,confirmed,2014-09-28,2014-10-04,9,11 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-5611,2514,33,female,confirmed,2014-09-28,2014-10-07,9,11 -5612,2515,10,NA,confirmed,2014-09-28,2014-10-03,9,11 -5613,2516,55,female,confirmed,2014-09-28,2014-10-04,9,11 -5614,2517,80,male,confirmed,2014-09-28,2014-10-04,9,11 -5615,2518,61,male,confirmed,2014-09-28,2014-10-04,9,11 -5616,2519,22,female,confirmed,2014-09-28,2014-10-07,9,11 -5617,2520,60,male,confirmed,2014-09-28,2014-10-07,9,11 -5618,2521,48,male,confirmed,2014-09-28,2014-10-07,9,11 -5619,2522,32,NA,confirmed,2014-09-28,2014-10-07,9,11 -5620,2523,66,NA,confirmed,2014-09-28,2014-10-07,9,11 -5621,2524,25,female,confirmed,2014-09-28,2014-10-04,9,11 -5622,2525,32,male,confirmed,2014-09-28,2014-10-07,9,11 -5623,2526,21,NA,confirmed,2014-09-28,2014-10-07,9,11 -5624,2527,56,NA,confirmed,2014-09-28,2014-10-04,9,11 -5625,2528,38,female,confirmed,2014-09-28,2014-10-04,9,11 -5626,2529,19,female,confirmed,2014-09-28,2014-10-04,9,11 -5627,2530,7,female,confirmed,2014-09-28,2014-10-04,9,11 -5628,2531,6,female,confirmed,2014-09-28,2014-10-03,9,11 -5629,2532,43,NA,suspected,2014-09-28,2014-09-29,9,11 -5630,2533,24,NA,suspected,2014-09-28,2014-10-01,9,11 -5631,2534,49,NA,suspected,2014-09-28,2014-10-15,9,11 -5632,2535,16,NA,suspected,2014-09-28,2014-10-05,9,11 -5633,2536,25,female,confirmed,2014-09-29,2014-10-05,9,11 -5634,2537,3,male,confirmed,2014-09-29,2014-10-05,9,11 -5635,2538,35,NA,confirmed,2014-09-29,2014-10-01,9,11 -5636,2539,5,female,confirmed,2014-09-29,2014-10-01,9,11 -5637,2540,22,female,confirmed,2014-09-29,2014-10-04,9,11 -5638,2541,75,male,confirmed,2014-09-29,2014-10-05,9,11 -5639,2542,14,female,confirmed,2014-09-29,2014-10-04,9,11 -5640,2543,11,male,confirmed,2014-09-29,2014-10-05,9,11 -5641,2544,17,male,confirmed,2014-09-29,2014-10-05,9,11 -5642,2545,35,female,confirmed,2014-09-29,2014-10-06,9,11 -5643,2546,50,NA,confirmed,2014-09-29,2014-10-06,9,11 -5644,2547,27,NA,confirmed,2014-09-29,2014-10-06,9,11 -5645,2548,31,NA,confirmed,2014-09-29,2014-10-15,9,11 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-6370,3273,24,male,confirmed,2014-10-10,2014-10-20,9,11 -6371,3274,9,male,confirmed,2014-10-10,2014-10-20,9,11 -6372,3275,24,female,confirmed,2014-10-10,2014-10-16,9,11 -6373,3276,22,male,confirmed,2014-10-10,2014-10-16,9,11 -6374,3277,55,female,confirmed,2014-10-10,2014-10-16,9,11 -6375,3278,40,male,confirmed,2014-10-10,2014-10-15,9,11 -6376,3279,28,male,confirmed,2014-10-10,2014-10-19,9,11 -6377,3280,63,female,confirmed,2014-10-10,2014-10-15,9,11 -6378,3281,9,female,confirmed,2014-10-10,2014-10-21,9,11 -6379,3282,18,NA,confirmed,2014-10-10,2014-10-14,9,11 -6380,3283,64,NA,confirmed,2014-10-10,2014-10-11,9,11 -6381,3284,55,female,confirmed,2014-10-10,2014-10-24,9,10 -6382,3285,50,female,confirmed,2014-10-10,2014-10-17,9,11 -6383,3286,65,female,confirmed,2014-10-10,2014-10-15,9,11 -6384,3287,35,female,confirmed,2014-10-10,2014-10-15,9,11 -6385,3288,40,female,confirmed,2014-10-10,2014-10-20,9,11 -6386,3289,22,NA,confirmed,2014-10-10,2014-10-20,9,11 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-9157,6060,NA,female,confirmed,2014-11-19,2014-11-24,9,9 -9158,6061,22,female,confirmed,2014-11-19,2014-11-25,9,9 -9159,6062,3,male,confirmed,2014-11-19,2014-11-25,9,9 -9160,6063,0,NA,confirmed,2014-11-19,2014-11-25,9,9 -9161,6064,20,male,confirmed,2014-11-19,2014-11-29,9,9 -9162,6065,20,female,confirmed,2014-11-19,2014-11-29,9,9 -9163,6066,34,NA,confirmed,2014-11-19,2014-11-26,9,9 -9164,6067,39,male,confirmed,2014-11-19,2014-11-27,9,9 -9165,6068,28,male,confirmed,2014-11-19,2014-11-23,9,10 -9166,6069,NA,female,confirmed,2014-11-19,2014-11-26,9,9 -9167,6070,20,female,confirmed,2014-11-19,2014-11-23,9,10 -9168,6071,28,male,confirmed,2014-11-19,2014-11-24,9,9 -9169,6072,20,male,confirmed,2014-11-19,2014-11-25,9,9 -9170,6073,40,male,confirmed,2014-11-19,2014-11-23,9,10 -9171,6074,53,male,confirmed,2014-11-19,2014-11-25,9,9 -9172,6075,65,male,confirmed,2014-11-19,2014-11-25,9,9 -9173,6076,24,male,confirmed,2014-11-19,2014-11-24,9,9 -9174,6077,1,female,confirmed,2014-11-19,2014-11-20,9,10 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-9211,6114,23,NA,confirmed,2014-11-20,2014-11-22,9,10 -9212,6115,29,female,confirmed,2014-11-20,2014-11-24,9,9 -9213,6116,13,male,confirmed,2014-11-20,2014-11-27,9,9 -9214,6117,26,female,confirmed,2014-11-20,2014-11-24,9,9 -9215,6118,20,male,confirmed,2014-11-20,2014-12-02,9,9 -9216,6119,12,male,confirmed,2014-11-20,2014-11-26,9,9 -9217,6120,35,male,confirmed,2014-11-20,2014-12-03,9,9 -9218,6121,55,NA,confirmed,2014-11-20,2014-11-25,9,9 -9219,6122,60,NA,confirmed,2014-11-20,2014-12-03,9,9 -9220,6123,25,male,confirmed,2014-11-20,2014-11-29,9,9 -9221,6124,40,female,confirmed,2014-11-20,2014-11-29,9,9 -9222,6125,51,female,confirmed,2014-11-20,2014-11-29,9,9 -9223,6126,28,male,confirmed,2014-11-20,2014-12-01,9,9 -9224,6127,45,male,confirmed,2014-11-20,2014-12-02,9,9 -9225,6128,22,male,confirmed,2014-11-20,2014-11-25,9,9 -9226,6129,18,female,confirmed,2014-11-20,2014-11-25,9,9 -9227,6130,48,male,confirmed,2014-11-20,2014-11-25,9,9 -9228,6131,25,female,confirmed,2014-11-20,2014-12-01,9,9 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-9246,6149,41,male,confirmed,2014-11-20,2014-11-22,9,10 -9247,6150,11,female,confirmed,2014-11-20,2014-11-24,9,9 -9248,6151,42,female,confirmed,2014-11-20,2014-11-24,9,9 -9249,6152,35,male,confirmed,2014-11-20,2014-11-28,9,9 -9250,6153,22,male,confirmed,2014-11-20,2014-11-21,9,10 -9251,6154,21,female,confirmed,2014-11-20,2014-11-22,9,10 -9252,6155,11,female,confirmed,2014-11-20,2014-11-25,9,9 -9253,6156,33,male,confirmed,2014-11-20,2014-11-25,9,9 -9254,6157,22,male,confirmed,2014-11-20,2014-11-25,9,9 -9255,6158,30,female,confirmed,2014-11-20,2014-11-30,9,9 -9256,6159,7,NA,confirmed,2014-11-20,2014-11-22,9,10 -9257,6160,20,female,confirmed,2014-11-20,2014-11-26,9,9 -9258,6161,45,female,confirmed,2014-11-20,2014-11-24,9,9 -9259,6162,41,male,confirmed,2014-11-20,2014-11-25,9,9 -9260,6163,36,female,confirmed,2014-11-20,2014-11-24,9,9 -9261,6164,10,male,confirmed,2014-11-20,2014-11-24,9,9 -9262,6165,72,NA,confirmed,2014-11-20,2014-11-25,9,9 -9263,6166,32,female,confirmed,2014-11-20,2014-11-27,9,9 -9264,6167,11,male,confirmed,2014-11-20,2014-11-29,9,9 -9265,6168,31,female,confirmed,2014-11-20,2014-11-24,9,9 -9266,6169,4,male,confirmed,2014-11-20,2014-11-22,9,10 -9267,6170,37,NA,confirmed,2014-11-20,2014-11-24,9,9 -9268,6171,25,female,confirmed,2014-11-20,2014-12-02,9,9 -9269,6172,28,male,confirmed,2014-11-20,2014-11-23,9,10 -9270,6173,4,male,confirmed,2014-11-20,2014-11-24,9,9 -9271,6174,22,male,confirmed,2014-11-20,2014-11-24,9,9 -9272,6175,30,female,confirmed,2014-11-20,2014-11-24,9,9 -9273,6176,NA,female,confirmed,2014-11-20,2014-11-25,9,9 -9274,6177,22,female,confirmed,2014-11-20,2014-11-25,9,9 -9275,6178,57,male,confirmed,2014-11-20,2014-11-26,9,9 -9276,6179,60,female,confirmed,2014-11-20,2014-12-07,9,9 -9277,6180,50,NA,confirmed,2014-11-20,2014-11-23,9,10 -9278,6181,54,NA,suspected,2014-11-20,2014-11-28,9,9 -9279,6182,23,NA,suspected,2014-11-20,2014-11-22,9,10 -9280,6183,4,NA,suspected,2014-11-20,2014-11-23,9,10 -9281,6184,28,NA,suspected,2014-11-20,2014-11-24,9,9 -9282,6185,19,NA,suspected,2014-11-20,2014-11-22,9,10 -9283,6186,1,NA,suspected,2014-11-20,2014-11-22,9,10 -9284,6187,14,NA,suspected,2014-11-20,2014-11-22,9,10 -9285,6188,0,NA,suspected,2014-11-20,2014-11-22,9,10 -9286,6189,2,NA,suspected,2014-11-20,2014-11-24,9,9 -9287,6190,NA,NA,suspected,2014-11-20,2014-11-27,9,9 -9288,6191,45,NA,suspected,2014-11-20,2014-11-24,9,9 -9289,6192,9,NA,suspected,2014-11-20,2014-11-24,9,9 -9290,6193,18,NA,suspected,2014-11-20,2014-11-24,9,9 -9291,6194,30,NA,suspected,2014-11-20,2014-11-24,9,9 -9292,6195,12,NA,suspected,2014-11-20,2014-11-24,9,9 -9293,6196,39,NA,suspected,2014-11-20,2014-11-24,9,9 -9294,6197,6,NA,suspected,2014-11-20,2014-11-24,9,9 -9295,6198,30,NA,suspected,2014-11-20,2014-11-24,9,9 -9296,6199,22,NA,suspected,2014-11-20,2014-11-24,9,9 -9297,6200,40,NA,suspected,2014-11-20,2014-11-24,9,9 -9298,6201,21,NA,suspected,2014-11-20,2014-11-24,9,9 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-9317,6220,NA,male,confirmed,2014-11-21,2014-12-03,9,9 -9318,6221,4,male,confirmed,2014-11-21,2014-11-23,9,10 -9319,6222,37,male,confirmed,2014-11-21,2014-11-24,9,9 -9320,6223,13,male,confirmed,2014-11-21,2014-11-24,9,9 -9321,6224,22,female,confirmed,2014-11-21,2014-12-05,9,9 -9322,6225,26,male,confirmed,2014-11-21,2014-12-09,9,9 -9323,6226,63,male,confirmed,2014-11-21,2014-12-15,9,9 -9324,6227,45,female,confirmed,2014-11-21,2014-11-25,9,9 -9325,6228,34,male,confirmed,2014-11-21,2014-11-26,9,9 -9326,6229,18,female,confirmed,2014-11-21,2014-11-26,9,9 -9327,6230,4,male,confirmed,2014-11-21,2014-11-26,9,9 -9328,6231,2,female,confirmed,2014-11-21,2014-11-29,9,9 -9329,6232,45,male,confirmed,2014-11-21,2014-11-29,9,9 -9330,6233,60,female,confirmed,2014-11-21,2014-11-26,9,9 -9331,6234,NA,NA,confirmed,2014-11-21,2014-11-26,9,9 -9332,6235,19,female,confirmed,2014-11-21,2014-11-24,9,9 -9333,6236,26,male,confirmed,2014-11-21,2014-11-27,9,9 -9334,6237,50,male,confirmed,2014-11-21,2014-11-27,9,9 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-9389,6292,37,female,confirmed,2014-11-22,2014-11-27,9,9 -9390,6293,NA,female,confirmed,2014-11-22,2014-11-25,9,9 -9391,6294,15,male,confirmed,2014-11-22,2014-11-25,9,9 -9392,6295,25,male,confirmed,2014-11-22,2014-11-26,9,9 -9393,6296,35,male,confirmed,2014-11-22,2014-11-27,9,9 -9394,6297,1,female,confirmed,2014-11-22,2014-11-27,9,9 -9395,6298,25,female,confirmed,2014-11-22,2014-12-06,9,9 -9396,6299,24,NA,confirmed,2014-11-22,2014-11-26,9,9 -9397,6300,3,male,confirmed,2014-11-22,2014-11-25,9,9 -9398,6301,22,male,confirmed,2014-11-22,2014-11-25,9,9 -9399,6302,15,NA,confirmed,2014-11-22,2014-11-26,9,9 -9400,6303,33,NA,confirmed,2014-11-22,2014-11-26,9,9 -9401,6304,69,NA,confirmed,2014-11-22,2014-11-23,9,10 -9402,6305,25,female,confirmed,2014-11-22,2014-11-26,9,9 -9403,6306,50,female,confirmed,2014-11-22,2014-11-25,9,9 -9404,6307,31,female,confirmed,2014-11-22,2014-11-25,9,9 -9405,6308,30,male,confirmed,2014-11-22,2014-11-29,9,9 -9406,6309,19,female,confirmed,2014-11-22,2014-11-28,9,9 -9407,6310,24,NA,confirmed,2014-11-22,2014-11-30,9,9 -9408,6311,32,female,confirmed,2014-11-22,2014-11-30,9,9 -9409,6312,12,male,confirmed,2014-11-22,2014-11-27,9,9 -9410,6313,2,female,confirmed,2014-11-22,2014-11-27,9,9 -9411,6314,0.01,male,confirmed,2014-11-22,2014-11-29,9,9 -9412,6315,34,male,confirmed,2014-11-22,2014-11-28,9,9 -9413,6316,32,NA,confirmed,2014-11-22,2014-11-25,9,9 -9414,6317,49,NA,confirmed,2014-11-22,2014-11-26,9,9 -9415,6318,27,male,confirmed,2014-11-22,2014-11-26,9,9 -9416,6319,25,male,confirmed,2014-11-22,2014-11-28,9,9 -9417,6320,17,female,confirmed,2014-11-22,2014-11-24,9,9 -9418,6321,43,female,confirmed,2014-11-22,2014-11-28,9,9 -9419,6322,NA,NA,suspected,2014-11-22,2014-11-25,9,9 -9420,6323,50,NA,suspected,2014-11-22,2014-11-26,9,9 -9421,6324,17,NA,suspected,2014-11-22,2014-11-24,9,9 -9422,6325,50,NA,suspected,2014-11-22,2014-11-25,9,9 -9423,6326,15,NA,suspected,2014-11-22,2014-11-25,9,9 -9424,6327,4,NA,suspected,2014-11-22,2014-11-27,9,9 -9425,6328,19,NA,suspected,2014-11-22,2014-11-23,9,10 -9426,6329,31,NA,suspected,2014-11-22,2014-11-24,9,9 -9427,6330,5,NA,suspected,2014-11-22,2014-11-25,9,9 -9428,6331,0,NA,suspected,2014-11-22,2014-11-25,9,9 -9429,6332,0,NA,suspected,2014-11-22,2014-11-23,9,10 -9430,6333,2,NA,suspected,2014-11-22,2014-11-27,9,9 -9431,6334,24,NA,suspected,2014-11-22,2014-11-30,9,9 -9432,6335,8,NA,suspected,2014-11-22,2014-12-02,9,9 -9433,6336,NA,NA,suspected,2014-11-22,2014-11-28,9,9 -9434,6337,1,NA,suspected,2014-11-22,2014-11-30,9,9 -9435,6338,57,NA,suspected,2014-11-22,2014-11-30,9,9 -9436,6339,28,male,confirmed,2014-11-23,2014-11-27,9,9 -9437,6340,NA,male,confirmed,2014-11-23,2014-11-25,9,9 -9438,6341,18,female,confirmed,2014-11-23,2014-11-25,9,9 -9439,6342,50,female,confirmed,2014-11-23,2014-11-25,9,9 -9440,6343,45,male,confirmed,2014-11-23,2014-11-24,9,9 -9441,6344,38,female,confirmed,2014-11-23,2014-11-29,9,9 -9442,6345,14,male,confirmed,2014-11-23,2014-11-27,9,9 -9443,6346,9,male,confirmed,2014-11-23,2014-11-28,9,9 -9444,6347,29,NA,confirmed,2014-11-23,2014-11-28,9,9 -9445,6348,38,female,confirmed,2014-11-23,2014-11-27,9,9 -9446,6349,55,female,confirmed,2014-11-23,2014-11-27,9,9 -9447,6350,50,male,confirmed,2014-11-23,2014-11-28,9,9 -9448,6351,27,female,confirmed,2014-11-23,2014-11-29,9,9 -9449,6352,55,male,confirmed,2014-11-23,2014-11-28,9,9 -9450,6353,45,female,confirmed,2014-11-23,2014-11-29,9,9 -9451,6354,61,female,confirmed,2014-11-23,2014-11-28,9,9 -9452,6355,30,female,confirmed,2014-11-23,2014-11-28,9,9 -9453,6356,85,NA,confirmed,2014-11-23,2014-11-26,9,9 -9454,6357,23,male,confirmed,2014-11-23,2014-12-01,9,9 -9455,6358,25,female,confirmed,2014-11-23,2014-11-30,9,9 -9456,6359,42,NA,confirmed,2014-11-23,2014-12-01,9,9 -9457,6360,27,male,confirmed,2014-11-23,2014-12-01,9,9 -9458,6361,80,male,confirmed,2014-11-23,2014-12-06,9,9 -9459,6362,4,male,confirmed,2014-11-23,2014-12-07,9,9 -9460,6363,28,female,confirmed,2014-11-23,2014-12-07,9,9 -9461,6364,9,female,confirmed,2014-11-23,2014-12-07,9,9 -9462,6365,70,female,confirmed,2014-11-23,2014-11-30,9,9 -9463,6366,42,male,confirmed,2014-11-23,2014-11-27,9,9 -9464,6367,35,male,confirmed,2014-11-23,2014-11-28,9,9 -9465,6368,29,male,confirmed,2014-11-23,2014-11-30,9,9 -9466,6369,0.1,NA,confirmed,2014-11-23,2014-11-27,9,9 -9467,6370,14,NA,confirmed,2014-11-23,2014-11-25,9,9 -9468,6371,4,male,confirmed,2014-11-23,2014-11-27,9,9 -9469,6372,24,male,confirmed,2014-11-23,2014-11-25,9,9 -9470,6373,29,male,confirmed,2014-11-23,2014-11-26,9,9 -9471,6374,20,male,confirmed,2014-11-23,2014-11-26,9,9 -9472,6375,2,female,confirmed,2014-11-23,2014-11-27,9,9 -9473,6376,49,female,confirmed,2014-11-23,2014-11-28,9,9 -9474,6377,NA,male,confirmed,2014-11-23,2014-11-26,9,9 -9475,6378,5,female,confirmed,2014-11-23,2014-12-10,9,9 -9476,6379,50,female,confirmed,2014-11-23,2014-11-25,9,9 -9477,6380,1,male,confirmed,2014-11-23,2014-11-29,9,9 -9478,6381,7,female,confirmed,2014-11-23,2014-11-26,9,9 -9479,6382,36,male,confirmed,2014-11-23,2014-11-29,9,9 -9480,6383,55,female,confirmed,2014-11-23,2014-12-01,9,9 -9481,6384,17,female,confirmed,2014-11-23,2014-11-26,9,9 -9482,6385,47,male,confirmed,2014-11-23,2014-11-27,9,9 -9483,6386,5,male,confirmed,2014-11-23,2014-12-02,9,9 -9484,6387,25,male,confirmed,2014-11-23,2014-11-27,9,9 -9485,6388,39,male,confirmed,2014-11-23,2014-11-26,9,9 -9486,6389,25,female,confirmed,2014-11-23,2014-11-26,9,9 -9487,6390,13,male,confirmed,2014-11-23,2014-11-27,9,9 -9488,6391,45,NA,confirmed,2014-11-23,2014-11-28,9,9 -9489,6392,74,male,confirmed,2014-11-23,2014-11-28,9,9 -9490,6393,85,male,confirmed,2014-11-23,2014-12-02,9,9 -9491,6394,42,female,confirmed,2014-11-23,2014-11-27,9,9 -9492,6395,55,male,confirmed,2014-11-23,2014-11-27,9,9 -9493,6396,33,male,confirmed,2014-11-23,2014-11-29,9,9 -9494,6397,13,female,confirmed,2014-11-23,2014-11-29,9,9 -9495,6398,30,female,confirmed,2014-11-23,2014-11-30,9,9 -9496,6399,29,male,confirmed,2014-11-23,2014-12-07,9,9 -9497,6400,1,male,confirmed,2014-11-23,2014-12-02,9,9 -9498,6401,24,male,confirmed,2014-11-23,2014-11-25,9,9 -9499,6402,30,male,confirmed,2014-11-23,2014-11-28,9,9 -9500,6403,23,NA,confirmed,2014-11-23,2014-11-28,9,9 -9501,6404,15,male,confirmed,2014-11-23,2014-11-28,9,9 -9502,6405,23,NA,suspected,2014-11-23,2014-11-24,9,9 -9503,6406,36,NA,suspected,2014-11-23,2014-11-26,9,9 -9504,6407,80,NA,suspected,2014-11-23,2014-11-26,9,9 -9505,6408,1,NA,suspected,2014-11-23,2014-11-26,9,9 -9506,6409,40,NA,suspected,2014-11-23,2014-11-28,9,9 -9507,6410,24,NA,suspected,2014-11-23,2014-11-25,9,9 -9508,6411,60,NA,suspected,2014-11-23,2014-11-27,9,9 -9509,6412,34,NA,suspected,2014-11-23,2014-11-25,9,9 -9510,6413,23,NA,suspected,2014-11-23,2014-11-25,9,9 -9511,6414,38,NA,suspected,2014-11-23,2014-11-25,9,9 -9512,6415,90,NA,suspected,2014-11-23,2014-11-25,9,9 -9513,6416,1,NA,suspected,2014-11-23,2014-11-25,9,9 -9514,6417,29,NA,suspected,2014-11-23,2014-11-25,9,9 -9515,6418,7,NA,suspected,2014-11-23,2014-11-25,9,9 -9516,6419,0,NA,suspected,2014-11-23,2014-11-25,9,9 -9517,6420,34,NA,suspected,2014-11-23,2014-11-26,9,9 -9518,6421,29,NA,suspected,2014-11-23,2014-11-26,9,9 -9519,6422,30,NA,suspected,2014-11-23,2014-11-28,9,9 -9520,6423,24,NA,suspected,2014-11-23,2014-11-27,9,9 -9521,6424,NA,NA,suspected,2014-11-23,2014-11-28,9,9 -9522,6425,13,NA,suspected,2014-11-23,2014-11-30,9,9 -9523,6426,8,NA,suspected,2014-11-23,2014-11-30,9,9 -9524,6427,39,male,confirmed,2014-11-24,2014-11-28,9,9 -9525,6428,25,male,confirmed,2014-11-24,2014-11-26,9,9 -9526,6429,50,female,confirmed,2014-11-24,2014-11-29,9,9 -9527,6430,7,female,confirmed,2014-11-24,2014-11-28,9,9 -9528,6431,55,male,confirmed,2014-11-24,2014-11-29,9,9 -9529,6432,74,female,confirmed,2014-11-24,2014-12-03,9,9 -9530,6433,75,male,confirmed,2014-11-24,2014-12-01,9,9 -9531,6434,68,male,confirmed,2014-11-24,2014-11-29,9,9 -9532,6435,35,NA,confirmed,2014-11-24,2014-11-29,9,9 -9533,6436,59,NA,confirmed,2014-11-24,2014-11-30,9,9 -9534,6437,39,female,confirmed,2014-11-24,2014-11-30,9,9 -9535,6438,80,male,confirmed,2014-11-24,2014-12-08,9,9 -9536,6439,30,NA,confirmed,2014-11-24,2014-11-27,9,9 -9537,6440,35,NA,confirmed,2014-11-24,2014-11-26,9,9 -9538,6441,70,female,confirmed,2014-11-24,2014-12-10,9,9 -9539,6442,30,NA,confirmed,2014-11-24,2014-11-27,9,9 -9540,6443,58,female,confirmed,2014-11-24,2014-11-30,9,9 -9541,6444,17,male,confirmed,2014-11-24,2014-11-28,9,9 -9542,6445,19,male,confirmed,2014-11-24,2014-11-28,9,9 -9543,6446,42,NA,confirmed,2014-11-24,2014-11-28,9,9 -9544,6447,43,male,confirmed,2014-11-24,2014-12-08,9,9 -9545,6448,40,male,confirmed,2014-11-24,2014-11-29,9,9 -9546,6449,18,female,confirmed,2014-11-24,2014-12-10,9,9 -9547,6450,1,NA,confirmed,2014-11-24,2014-12-10,9,9 -9548,6451,15,female,confirmed,2014-11-24,2014-12-10,9,9 -9549,6452,30,male,confirmed,2014-11-24,2014-11-29,9,9 -9550,6453,4,female,confirmed,2014-11-24,2014-12-02,9,9 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-12972,9875,35,female,suspected,2015-02-18,2015-02-22,9,7 -12973,9876,NA,male,suspected,2015-02-18,2015-02-23,9,6 -12974,9877,NA,female,suspected,2015-02-18,2015-02-23,9,6 -12975,9878,51,male,confirmed,2015-02-19,2015-02-26,9,6 -12976,9879,25,male,confirmed,2015-02-19,2015-02-22,9,7 -12977,9880,55,female,confirmed,2015-02-19,2015-02-22,9,7 -12978,9881,3,male,confirmed,2015-02-19,2015-02-22,9,7 -12979,9882,NA,female,confirmed,2015-02-19,2015-02-22,9,7 -12980,9883,NA,male,confirmed,2015-02-19,2015-02-22,9,7 -12981,9884,12,female,confirmed,2015-02-19,2015-02-21,9,7 -12982,9885,56,male,confirmed,2015-02-19,2015-02-22,9,7 -12983,9886,24,female,confirmed,2015-02-19,2015-02-23,9,6 -12984,9887,26,female,confirmed,2015-02-19,2015-02-21,9,7 -12985,9888,25,female,confirmed,2015-02-19,2015-02-21,9,7 -12986,9889,6,male,confirmed,2015-02-19,2015-03-18,9,6 -12987,9890,85,male,suspected,2015-02-19,2015-04-02,9,5 -12988,9891,11,male,suspected,2015-02-19,2015-02-20,9,7 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-13023,9926,4,male,suspected,2015-02-20,2015-02-23,9,6 -13024,9927,27,female,suspected,2015-02-20,2015-02-23,9,6 -13025,9928,6,male,suspected,2015-02-20,2015-02-25,9,6 -13026,9929,NA,female,confirmed,2015-02-21,2015-02-23,9,6 -13027,9930,35,female,confirmed,2015-02-21,2015-02-24,9,6 -13028,9931,27,female,confirmed,2015-02-21,2015-02-27,9,6 -13029,9932,36,female,confirmed,2015-02-21,2015-02-24,9,6 -13030,9933,35,NA,confirmed,2015-02-21,2015-02-26,9,6 -13031,9934,15,female,confirmed,2015-02-21,2015-02-22,9,7 -13032,9935,42,male,confirmed,2015-02-21,2015-02-27,9,6 -13033,9936,68,male,suspected,2015-02-21,2015-03-05,9,6 -13034,9937,35,male,suspected,2015-02-21,2015-02-23,9,6 -13035,9938,51,male,suspected,2015-02-21,2015-02-23,9,6 -13036,9939,47,female,suspected,2015-02-21,2015-02-23,9,6 -13037,9940,1,male,suspected,2015-02-21,2015-02-23,9,6 -13038,9941,51,female,suspected,2015-02-21,2015-02-26,9,6 -13039,9942,35,male,suspected,2015-02-21,2015-02-26,9,6 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-13431,10334,5,male,suspected,2015-03-18,2015-03-21,9,6 -13432,10335,40,female,suspected,2015-03-18,2015-03-24,9,6 -13433,10336,67,male,confirmed,2015-03-19,2015-04-03,9,5 -13434,10337,52,male,confirmed,2015-03-19,2015-04-08,9,5 -13435,10338,65,male,confirmed,2015-03-19,2015-04-12,9,5 -13436,10339,65,male,confirmed,2015-03-19,2015-03-29,9,5 -13437,10340,0,female,confirmed,2015-03-19,2015-03-22,9,6 -13438,10341,NA,female,suspected,2015-03-19,2015-03-21,9,6 -13439,10342,17,male,suspected,2015-03-19,2015-03-20,9,6 -13440,10343,58,female,suspected,2015-03-19,2015-03-20,9,6 -13441,10344,25,male,suspected,2015-03-19,2015-03-21,9,6 -13442,10345,19,female,suspected,2015-03-19,2015-03-26,9,5 -13443,10346,67,female,suspected,2015-03-19,2015-03-19,9,6 -13444,10347,22,male,confirmed,2015-03-20,2015-03-21,9,6 -13445,10348,85,male,confirmed,2015-03-20,2015-03-22,9,6 -13446,10349,24,female,confirmed,2015-03-20,2015-03-23,9,6 -13447,10350,25,male,confirmed,2015-03-20,2015-03-27,9,5 -13448,10351,12,male,confirmed,2015-03-20,2015-03-23,9,6 -13449,10352,25,male,confirmed,2015-03-20,2015-03-23,9,6 -13450,10353,40,male,suspected,2015-03-20,2015-04-02,9,5 -13451,10354,38,female,suspected,2015-03-20,2015-04-02,9,5 -13452,10355,NA,female,suspected,2015-03-20,2015-04-02,9,5 -13453,10356,29,female,suspected,2015-03-20,2015-03-22,9,6 -13454,10357,50,male,suspected,2015-03-20,2015-03-22,9,6 -13455,10358,3,female,suspected,2015-03-20,2015-03-23,9,6 -13456,10359,6,male,suspected,2015-03-20,2015-03-31,9,5 -13457,10360,83,female,suspected,2015-03-20,2015-03-23,9,6 -13458,10361,32,female,suspected,2015-03-20,2015-03-24,9,6 -13459,10362,40,male,suspected,2015-03-20,2015-03-29,9,5 -13460,10363,46,male,suspected,2015-03-20,2015-03-30,9,5 -13461,10364,56,male,suspected,2015-03-20,2015-04-03,9,5 -13462,10365,14,female,suspected,2015-03-20,2015-03-21,9,6 -13463,10366,5,male,confirmed,2015-03-21,2015-03-23,9,6 -13464,10367,20,male,confirmed,2015-03-21,2015-03-22,9,6 -13465,10368,35,female,confirmed,2015-03-21,2015-03-22,9,6 -13466,10369,3,male,confirmed,2015-03-21,2015-03-24,9,6 -13467,10370,50,female,suspected,2015-03-21,2015-04-02,9,5 -13468,10371,NA,female,suspected,2015-03-21,2015-04-02,9,5 -13469,10372,28,female,suspected,2015-03-21,2015-03-22,9,6 -13470,10373,22,female,suspected,2015-03-21,2015-03-22,9,6 -13471,10374,38,male,suspected,2015-03-21,2015-03-21,9,6 -13472,10375,NA,female,suspected,2015-03-21,2015-03-22,9,6 -13473,10376,35,male,suspected,2015-03-21,2015-03-26,9,5 -13474,10377,80,female,suspected,2015-03-21,2015-03-28,9,5 -13475,10378,2,male,suspected,2015-03-21,2015-03-28,9,5 -13476,10379,30,female,suspected,2015-03-21,2015-04-03,9,5 -13477,10380,14,male,suspected,2015-03-21,2015-03-25,9,6 -13478,10381,5,male,suspected,2015-03-21,2015-03-22,9,6 -13479,10382,36,female,suspected,2015-03-21,2015-03-24,9,6 -13480,10383,14,female,confirmed,2015-03-22,2015-03-23,9,6 -13481,10384,1,male,confirmed,2015-03-22,2015-03-24,9,6 -13482,10385,NA,NA,confirmed,2015-03-22,2015-03-25,9,6 -13483,10386,45,female,suspected,2015-03-22,2015-04-02,9,5 -13484,10387,36,female,suspected,2015-03-22,2015-03-26,9,5 -13485,10388,37,female,suspected,2015-03-22,2015-03-22,9,6 -13486,10389,19,male,suspected,2015-03-22,2015-03-24,9,6 -13487,10390,43,female,suspected,2015-03-22,2015-03-26,9,5 -13488,10391,NA,female,suspected,2015-03-22,2015-03-25,9,6 -13489,10392,20,male,suspected,2015-03-22,2015-03-24,9,6 -13490,10393,70,male,suspected,2015-03-22,2015-03-25,9,6 -13491,10394,42,female,suspected,2015-03-22,2015-03-25,9,6 -13492,10395,NA,female,suspected,2015-03-22,2015-03-25,9,6 -13493,10396,46,female,suspected,2015-03-22,2015-03-24,9,6 -13494,10397,89,female,suspected,2015-03-22,2015-03-25,9,6 -13495,10398,42,female,confirmed,2015-03-23,2015-03-25,9,6 -13496,10399,NA,male,suspected,2015-03-23,2015-04-02,9,5 -13497,10400,4,male,suspected,2015-03-23,2015-04-02,9,5 -13498,10401,50,male,suspected,2015-03-23,2015-03-28,9,5 -13499,10402,40,male,suspected,2015-03-23,2015-03-28,9,5 -13500,10403,66,male,suspected,2015-03-23,2015-03-23,9,6 -13501,10404,59,female,suspected,2015-03-23,2015-03-23,9,6 -13502,10405,11,female,suspected,2015-03-23,2015-03-24,9,6 -13503,10406,65,male,suspected,2015-03-23,2015-03-30,9,5 -13504,10407,21,female,suspected,2015-03-23,2015-04-03,9,5 -13505,10408,7,male,suspected,2015-03-23,2015-03-29,9,5 -13506,10409,51,female,confirmed,2015-03-24,2015-03-26,9,5 -13507,10410,50,female,confirmed,2015-03-24,2015-03-26,9,5 -13508,10411,38,male,confirmed,2015-03-24,2015-03-29,9,5 -13509,10412,37,male,confirmed,2015-03-24,2015-03-30,9,5 -13510,10413,5,female,confirmed,2015-03-24,2015-03-27,9,5 -13511,10414,10,male,suspected,2015-03-24,2015-04-02,9,5 -13512,10415,NA,female,suspected,2015-03-24,2015-04-02,9,5 -13513,10416,23,female,suspected,2015-03-24,2015-03-26,9,5 -13514,10417,45,male,suspected,2015-03-24,2015-03-24,9,6 -13515,10418,30,male,suspected,2015-03-24,2015-03-25,9,6 -13516,10419,38,male,suspected,2015-03-24,2015-03-25,9,6 -13517,10420,37,male,suspected,2015-03-24,2015-03-25,9,6 -13518,10421,35,male,suspected,2015-03-24,2015-03-28,9,5 -13519,10422,50,male,suspected,2015-03-24,2015-03-28,9,5 -13520,10423,NA,male,suspected,2015-03-24,2015-03-24,9,6 -13521,10424,6,female,suspected,2015-03-24,2015-03-25,9,6 -13522,10425,35,male,suspected,2015-03-24,2015-03-26,9,5 -13523,10426,35,male,suspected,2015-03-24,2015-03-26,9,5 -13524,10427,27,male,suspected,2015-03-24,2015-03-26,9,5 -13525,10428,74,NA,suspected,2015-03-24,2015-03-29,9,5 -13526,10429,50,female,suspected,2015-03-25,2015-04-02,9,5 -13527,10430,8,NA,suspected,2015-03-25,2015-04-02,9,5 -13528,10431,1,male,suspected,2015-03-25,2015-04-02,9,5 -13529,10432,32,female,suspected,2015-03-25,2015-03-27,9,5 -13530,10433,18,male,suspected,2015-03-25,2015-03-28,9,5 -13531,10434,38,female,suspected,2015-03-25,2015-03-28,9,5 -13532,10435,60,male,suspected,2015-03-25,2015-03-28,9,5 -13533,10436,74,male,suspected,2015-03-25,2015-03-25,9,6 -13534,10437,NA,male,suspected,2015-03-25,2015-03-25,9,6 -13535,10438,4,male,suspected,2015-03-25,2015-03-26,9,5 -13536,10439,65,male,suspected,2015-03-25,2015-03-28,9,5 -13537,10440,60,male,suspected,2015-03-25,2015-03-29,9,5 -13538,10441,18,male,suspected,2015-03-25,2015-04-03,9,5 -13539,10442,29,female,suspected,2015-03-25,2015-03-30,9,5 -13540,10443,27,NA,confirmed,2015-03-26,2015-03-27,9,5 -13541,10444,0,female,confirmed,2015-03-26,2015-03-27,9,5 -13542,10445,27,female,confirmed,2015-03-26,2015-03-28,9,5 -13543,10446,27,female,confirmed,2015-03-26,2015-03-29,9,5 -13544,10447,1,female,suspected,2015-03-26,2015-04-02,9,5 -13545,10448,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13546,10449,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13547,10450,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13548,10451,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13549,10452,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13550,10453,1,female,suspected,2015-03-26,2015-04-02,9,5 -13551,10454,2,female,suspected,2015-03-26,2015-04-02,9,5 -13552,10455,NA,male,suspected,2015-03-26,2015-04-02,9,5 -13553,10456,NA,female,suspected,2015-03-26,2015-04-02,9,5 -13554,10457,20,female,suspected,2015-03-26,2015-03-28,9,5 -13555,10458,19,male,suspected,2015-03-26,2015-03-28,9,5 -13556,10459,36,male,suspected,2015-03-26,2015-03-28,9,5 -13557,10460,21,male,suspected,2015-03-26,2015-03-28,9,5 -13558,10461,27,female,suspected,2015-03-26,2015-03-28,9,5 -13559,10462,19,female,suspected,2015-03-26,2015-03-28,9,5 -13560,10463,25,male,suspected,2015-03-26,2015-03-30,9,5 -13561,10464,0,male,suspected,2015-03-26,2015-03-26,9,5 -13562,10465,88,female,suspected,2015-03-26,2015-03-29,9,5 -13563,10466,80,male,suspected,2015-03-26,2015-03-28,9,5 -13564,10467,58,male,suspected,2015-03-26,2015-03-28,9,5 -13565,10468,7,female,suspected,2015-03-26,2015-03-29,9,5 -13566,10469,50,female,suspected,2015-03-26,2015-03-30,9,5 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-13584,10487,20,female,suspected,2015-03-27,2015-03-28,9,5 -13585,10488,30,male,suspected,2015-03-27,2015-03-28,9,5 -13586,10489,42,male,suspected,2015-03-27,2015-03-28,9,5 -13587,10490,23,male,suspected,2015-03-27,2015-03-28,9,5 -13588,10491,25,male,suspected,2015-03-27,2015-03-28,9,5 -13589,10492,19,male,suspected,2015-03-27,2015-03-29,9,5 -13590,10493,30,female,suspected,2015-03-27,2015-03-27,9,5 -13591,10494,43,male,suspected,2015-03-27,2015-03-28,9,5 -13592,10495,85,female,suspected,2015-03-27,2015-03-28,9,5 -13593,10496,1,male,suspected,2015-03-27,2015-03-28,9,5 -13594,10497,NA,male,suspected,2015-03-27,2015-03-28,9,5 -13595,10498,42,male,suspected,2015-03-27,2015-03-29,9,5 -13596,10499,84,male,suspected,2015-03-27,2015-03-30,9,5 -13597,10500,45,male,suspected,2015-03-27,2015-03-31,9,5 -13598,10501,1,male,suspected,2015-03-27,2015-03-31,9,5 -13599,10502,29,male,suspected,2015-03-27,2015-03-31,9,5 -13600,10503,22,male,suspected,2015-03-27,2015-03-31,9,5 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-13652,10555,80,male,suspected,2015-03-29,2015-03-30,9,5 -13653,10556,56,male,suspected,2015-03-29,2015-04-03,9,5 -13654,10557,40,male,suspected,2015-03-29,2015-03-31,9,5 -13655,10558,36,female,confirmed,2015-03-30,2015-03-31,9,5 -13656,10559,2,male,confirmed,2015-03-30,2015-04-04,9,5 -13657,10560,NA,female,suspected,2015-03-30,2015-04-02,9,5 -13658,10561,10,male,suspected,2015-03-30,2015-04-02,9,5 -13659,10562,10,male,suspected,2015-03-30,2015-04-02,9,5 -13660,10563,1,NA,suspected,2015-03-30,2015-04-11,9,5 -13661,10564,28,female,suspected,2015-03-30,2015-03-31,9,5 -13662,10565,13,female,suspected,2015-03-30,2015-03-31,9,5 -13663,10566,34,male,suspected,2015-03-30,2015-04-03,9,5 -13664,10567,42,male,suspected,2015-03-30,2015-03-31,9,5 -13665,10568,9,female,suspected,2015-03-30,2015-04-02,9,5 -13666,10569,26,male,suspected,2015-03-30,2015-04-03,9,5 -13667,10570,25,male,suspected,2015-03-30,2015-04-03,9,5 -13668,10571,18,female,suspected,2015-03-30,2015-03-31,9,5 -13669,10572,30,NA,confirmed,2015-03-31,2015-03-31,9,5 -13670,10573,NA,female,suspected,2015-03-31,2015-04-02,9,5 -13671,10574,27,male,suspected,2015-03-31,2015-04-02,9,5 -13672,10575,50,male,suspected,2015-03-31,2015-04-02,9,5 -13673,10576,45,male,suspected,2015-03-31,2015-04-02,9,5 -13674,10577,NA,female,suspected,2015-03-31,2015-04-02,9,5 -13675,10578,22,male,suspected,2015-03-31,2015-04-02,9,5 -13676,10579,33,male,suspected,2015-03-31,2015-04-01,9,5 -13677,10580,24,male,suspected,2015-03-31,2015-04-02,9,5 -13678,10581,52,female,suspected,2015-03-31,2015-04-03,9,5 -13679,10582,87,female,suspected,2015-03-31,2015-04-03,9,5 -13680,10583,NA,male,suspected,2015-03-31,2015-04-02,9,5 -13681,10584,28,female,suspected,2015-03-31,2015-04-02,9,5 -13682,10585,2,female,suspected,2015-03-31,2015-04-03,9,5 -13683,10586,47,female,suspected,2015-03-31,2015-04-03,9,5 -13684,10587,14,female,suspected,2015-03-31,2015-04-04,9,5 -13685,10588,22,female,suspected,2015-03-31,2015-04-21,9,5 -13686,10589,20,female,confirmed,2015-04-01,2015-04-03,9,5 -13687,10590,3,male,confirmed,2015-04-01,2015-04-04,9,5 -13688,10591,28,female,confirmed,2015-04-01,2015-04-04,9,5 -13689,10592,29,female,confirmed,2015-04-01,2015-04-06,9,5 -13690,10593,20,female,confirmed,2015-04-01,2015-04-06,9,5 -13691,10594,2,male,suspected,2015-04-01,2015-04-02,9,5 -13692,10595,16,female,suspected,2015-04-01,2015-04-03,9,5 -13693,10596,29,female,suspected,2015-04-01,2015-04-02,9,5 -13694,10597,75,female,suspected,2015-04-01,2015-04-06,9,5 -13695,10598,42,male,suspected,2015-04-01,2015-04-01,9,5 -13696,10599,40,male,suspected,2015-04-01,2015-05-06,9,4 -13697,10600,80,male,suspected,2015-04-01,2015-05-09,9,4 -13698,10601,38,female,suspected,2015-04-01,2015-04-01,9,5 -13699,10602,1,female,suspected,2015-04-01,2015-04-02,9,5 -13700,10603,15,male,suspected,2015-04-01,2015-04-04,9,5 -13701,10604,8,female,suspected,2015-04-01,2015-04-04,9,5 -13702,10605,28,female,suspected,2015-04-01,2015-04-14,9,5 -13703,10606,80,male,suspected,2015-04-01,2015-04-15,9,5 -13704,10607,16,female,confirmed,2015-04-02,2015-04-06,9,5 -13705,10608,35,female,confirmed,2015-04-02,2015-04-07,9,5 -13706,10609,18,male,confirmed,2015-04-02,2015-04-05,9,5 -13707,10610,17,male,suspected,2015-04-02,2015-04-03,9,5 -13708,10611,45,female,suspected,2015-04-02,2015-04-04,9,5 -13709,10612,30,female,suspected,2015-04-02,2015-04-05,9,5 -13710,10613,75,male,suspected,2015-04-02,2015-04-05,9,5 -13711,10614,12,male,suspected,2015-04-02,2015-04-06,9,5 -13712,10615,30,male,suspected,2015-04-02,2015-04-02,9,5 -13713,10616,52,male,suspected,2015-04-02,2015-04-02,9,5 -13714,10617,85,male,suspected,2015-04-02,2015-04-04,9,5 -13715,10618,1,female,suspected,2015-04-02,2015-04-14,9,5 -13716,10619,9,female,confirmed,2015-04-03,2015-04-06,9,5 -13717,10620,28,female,confirmed,2015-04-03,2015-04-06,9,5 -13718,10621,60,male,suspected,2015-04-03,2015-04-11,9,5 -13719,10622,54,male,suspected,2015-04-03,2015-04-05,9,5 -13720,10623,40,male,suspected,2015-04-03,2015-04-04,9,5 -13721,10624,25,female,confirmed,2015-04-04,2015-04-04,9,5 -13722,10625,25,female,confirmed,2015-04-04,2015-04-13,9,5 -13723,10626,0,female,confirmed,2015-04-04,2015-04-08,9,5 -13724,10627,2,female,suspected,2015-04-04,2015-04-06,9,5 -13725,10628,1,male,suspected,2015-04-04,2015-05-01,9,4 -13726,10629,NA,male,suspected,2015-04-04,2015-04-10,9,5 -13727,10630,10,female,suspected,2015-04-04,2015-04-05,9,5 -13728,10631,8,female,suspected,2015-04-04,2015-04-05,9,5 -13729,10632,43,male,suspected,2015-04-04,2015-04-06,9,5 -13730,10633,30,male,suspected,2015-04-04,2015-04-07,9,5 -13731,10634,33,male,suspected,2015-04-04,2015-04-09,9,5 -13732,10635,30,female,suspected,2015-04-05,2015-04-07,9,5 -13733,10636,20,male,suspected,2015-04-05,2015-04-07,9,5 -13734,10637,6,female,suspected,2015-04-05,2015-04-07,9,5 -13735,10638,75,female,suspected,2015-04-05,2015-04-13,9,5 -13736,10639,72,male,suspected,2015-04-05,2015-05-02,9,4 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-13771,10674,65,female,suspected,2015-04-12,2015-04-15,9,5 -13772,10675,NA,female,suspected,2015-04-12,2015-04-16,9,5 -13773,10676,3,female,suspected,2015-04-12,2015-04-14,9,5 -13774,10677,1,female,suspected,2015-04-12,2015-04-14,9,5 -13775,10678,35,female,suspected,2015-04-12,2015-04-15,9,5 -13776,10679,25,NA,confirmed,2015-04-13,2015-04-15,9,5 -13777,10680,17,male,confirmed,2015-04-13,2015-04-15,9,5 -13778,10681,50,male,suspected,2015-04-13,2015-04-13,9,5 -13779,10682,25,female,suspected,2015-04-13,2015-04-14,9,5 -13780,10683,1,male,suspected,2015-04-13,2015-04-15,9,5 -13781,10684,NA,female,suspected,2015-04-13,2015-04-15,9,5 -13782,10685,0,female,suspected,2015-04-13,2015-04-15,9,5 -13783,10686,NA,male,suspected,2015-04-13,2015-04-15,9,5 -13784,10687,8,female,suspected,2015-04-13,2015-04-15,9,5 -13785,10688,22,male,confirmed,2015-04-14,2015-04-15,9,5 -13786,10689,16,female,confirmed,2015-04-14,2015-04-15,9,5 -13787,10690,43,female,confirmed,2015-04-14,2015-04-17,9,5 -13788,10691,40,male,confirmed,2015-04-14,2015-04-21,9,5 -13789,10692,17,male,confirmed,2015-04-14,2015-04-16,9,5 -13790,10693,7,male,suspected,2015-04-14,2015-04-14,9,5 -13791,10694,NA,female,suspected,2015-04-14,2015-04-15,9,5 -13792,10695,20,female,suspected,2015-04-14,2015-04-18,9,5 -13793,10696,14,male,suspected,2015-04-14,2015-04-19,9,5 -13794,10697,32,female,suspected,2015-04-14,2015-04-16,9,5 -13795,10698,50,male,suspected,2015-04-14,2015-05-17,9,4 -13796,10699,70,female,suspected,2015-04-14,2015-04-15,9,5 -13797,10700,NA,female,suspected,2015-04-14,2015-04-15,9,5 -13798,10701,NA,female,suspected,2015-04-14,2015-04-15,9,5 -13799,10702,NA,female,suspected,2015-04-14,2015-04-15,9,5 -13800,10703,51,male,suspected,2015-04-15,2015-04-16,9,5 -13801,10704,25,male,suspected,2015-04-15,2015-04-17,9,5 -13802,10705,29,male,suspected,2015-04-15,2015-04-17,9,5 -13803,10706,9,male,suspected,2015-04-15,2015-04-23,9,5 -13804,10707,26,male,suspected,2015-04-15,2015-04-19,9,5 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-13822,10725,75,male,suspected,2015-04-18,2015-04-21,9,5 -13823,10726,37,male,suspected,2015-04-18,2015-04-30,9,4 -13824,10727,30,male,suspected,2015-04-18,2015-04-20,9,5 -13825,10728,33,female,suspected,2015-04-18,2015-04-20,9,5 -13826,10729,45,male,suspected,2015-04-18,2015-04-22,9,5 -13827,10730,30,female,suspected,2015-04-18,2015-04-22,9,5 -13828,10731,17,male,suspected,2015-04-18,2015-04-19,9,5 -13829,10732,1,female,suspected,2015-04-18,2015-04-21,9,5 -13830,10733,40,NA,confirmed,2015-04-19,2015-04-20,9,5 -13831,10734,42,NA,confirmed,2015-04-19,2015-04-20,9,5 -13832,10735,24,male,suspected,2015-04-19,2015-04-20,9,5 -13833,10736,27,male,suspected,2015-04-19,2015-04-20,9,5 -13834,10737,NA,male,suspected,2015-04-19,2015-04-21,9,5 -13835,10738,20,male,suspected,2015-04-19,2015-04-21,9,5 -13836,10739,1,male,suspected,2015-04-19,2015-04-25,9,4 -13837,10740,21,male,confirmed,2015-04-20,2015-05-20,9,4 -13838,10741,52,male,confirmed,2015-04-20,2015-04-22,9,5 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-13856,10759,70,female,suspected,2015-04-22,2015-04-24,9,5 -13857,10760,20,male,suspected,2015-04-22,2015-04-24,9,5 -13858,10761,61,male,suspected,2015-04-22,2015-04-24,9,5 -13859,10762,64,male,suspected,2015-04-22,2015-04-26,9,4 -13860,10763,56,male,confirmed,2015-04-23,2015-05-01,9,4 -13861,10764,2,male,suspected,2015-04-23,2015-04-28,9,4 -13862,10765,NA,female,suspected,2015-04-23,2015-04-26,9,4 -13863,10766,NA,female,suspected,2015-04-23,2015-04-26,9,4 -13864,10767,40,male,suspected,2015-04-23,2015-04-26,9,4 -13865,10768,2,female,suspected,2015-04-23,2015-05-01,9,4 -13866,10769,32,male,suspected,2015-04-23,2015-04-25,9,4 -13867,10770,8,female,suspected,2015-04-23,2015-04-26,9,4 -13868,10771,41,female,suspected,2015-04-23,2015-04-27,9,4 -13869,10772,NA,male,suspected,2015-04-23,2015-04-25,9,4 -13870,10773,37,male,confirmed,2015-04-24,2015-04-26,9,4 -13871,10774,NA,male,suspected,2015-04-24,2015-04-26,9,4 -13872,10775,70,male,suspected,2015-04-24,2015-04-26,9,4 -13873,10776,4,female,suspected,2015-04-24,2015-04-28,9,4 -13874,10777,37,female,suspected,2015-04-24,2015-04-28,9,4 -13875,10778,30,female,suspected,2015-04-24,2015-04-29,9,4 -13876,10779,34,male,suspected,2015-04-24,2015-04-28,9,4 -13877,10780,NA,male,suspected,2015-04-24,2015-04-28,9,4 -13878,10781,1,female,suspected,2015-04-25,2015-05-01,9,4 -13879,10782,1,male,suspected,2015-04-25,2015-04-28,9,4 -13880,10783,20,female,suspected,2015-04-25,2015-04-26,9,4 -13881,10784,18,female,suspected,2015-04-25,2015-05-01,9,4 -13882,10785,35,female,confirmed,2015-04-26,2015-04-28,9,4 -13883,10786,55,female,confirmed,2015-04-26,2015-04-30,9,4 -13884,10787,40,female,suspected,2015-04-26,2015-04-28,9,4 -13885,10788,13,male,suspected,2015-04-26,2015-04-30,9,4 -13886,10789,7,male,suspected,2015-04-26,2015-05-02,9,4 -13887,10790,25,male,confirmed,2015-04-27,2015-05-04,9,4 -13888,10791,35,male,confirmed,2015-04-27,2015-05-01,9,4 -13889,10792,45,male,suspected,2015-04-27,2015-04-29,9,4 -13890,10793,40,female,suspected,2015-04-27,2015-04-29,9,4 -13891,10794,16,female,suspected,2015-04-27,2015-04-30,9,4 -13892,10795,17,male,suspected,2015-04-27,2015-04-30,9,4 -13893,10796,42,female,suspected,2015-04-27,2015-04-30,9,4 -13894,10797,57,male,suspected,2015-04-27,2015-04-30,9,4 -13895,10798,1,male,suspected,2015-04-28,2015-04-29,9,4 -13896,10799,NA,female,suspected,2015-04-28,2015-05-01,9,4 -13897,10800,35,female,suspected,2015-04-28,2015-04-30,9,4 -13898,10801,42,male,suspected,2015-04-28,2015-05-01,9,4 -13899,10802,3,male,suspected,2015-04-28,2015-04-30,9,4 -13900,10803,25,male,suspected,2015-04-28,2015-05-02,9,4 -13901,10804,NA,female,suspected,2015-04-28,2015-05-02,9,4 -13902,10805,92,female,suspected,2015-04-28,2015-05-02,9,4 -13903,10806,48,female,suspected,2015-04-29,2015-05-01,9,4 -13904,10807,NA,male,suspected,2015-04-29,2015-05-01,9,4 -13905,10808,25,male,suspected,2015-04-29,2015-05-01,9,4 -13906,10809,7,female,suspected,2015-04-29,2015-05-04,9,4 -13907,10810,28,female,suspected,2015-04-29,2015-05-06,9,4 -13908,10811,45,female,confirmed,2015-04-30,2015-05-02,9,4 -13909,10812,40,female,confirmed,2015-04-30,2015-05-03,9,4 -13910,10813,1,male,suspected,2015-04-30,2015-05-03,9,4 -13911,10814,3,male,suspected,2015-04-30,2015-05-09,9,4 -13912,10815,40,male,suspected,2015-04-30,2015-05-05,9,4 -13913,10816,NA,female,suspected,2015-04-30,2015-05-04,9,4 -13914,10817,NA,female,suspected,2015-04-30,2015-05-04,9,4 -13915,10818,NA,male,suspected,2015-04-30,2015-05-01,9,4 -13916,10819,52,female,suspected,2015-04-30,2015-05-07,9,4 -13917,10820,43,male,suspected,2015-05-01,2015-05-02,9,4 -13918,10821,37,male,suspected,2015-05-01,2015-05-03,9,4 -13919,10822,45,male,suspected,2015-05-01,2015-05-04,9,4 -13920,10823,32,female,suspected,2015-05-01,2015-05-16,9,4 -13921,10824,30,female,suspected,2015-05-01,2015-06-06,9,3 -13922,10825,NA,female,suspected,2015-05-01,2015-05-07,9,4 -13923,10826,70,female,suspected,2015-05-01,2015-05-07,9,4 -13924,10827,28,male,suspected,2015-05-01,2015-05-05,9,4 -13925,10828,2,female,suspected,2015-05-02,2015-05-05,9,4 -13926,10829,NA,female,suspected,2015-05-02,2015-05-06,9,4 -13927,10830,11,male,suspected,2015-05-02,2015-05-03,9,4 -13928,10831,7,male,suspected,2015-05-02,2015-05-16,9,4 -13929,10832,60,male,suspected,2015-05-02,2015-05-04,9,4 -13930,10833,5,female,suspected,2015-05-02,2015-05-07,9,4 -13931,10834,23,male,suspected,2015-05-02,2015-05-07,9,4 -13932,10835,65,male,suspected,2015-05-02,2015-05-06,9,4 -13933,10836,37,male,suspected,2015-05-02,2015-05-06,9,4 -13934,10837,89,female,suspected,2015-05-02,2015-05-06,9,4 -13935,10838,75,female,suspected,2015-05-02,2015-05-06,9,4 -13936,10839,2,male,suspected,2015-05-02,2015-05-06,9,4 -13937,10840,58,male,suspected,2015-05-02,2015-05-06,9,4 -13938,10841,NA,female,suspected,2015-05-02,2015-05-06,9,4 -13939,10842,NA,female,suspected,2015-05-02,2015-05-06,9,4 -13940,10843,50,male,suspected,2015-05-02,2015-05-06,9,4 -13941,10844,NA,male,suspected,2015-05-03,2015-05-04,9,4 -13942,10845,NA,female,suspected,2015-05-03,2015-05-06,9,4 -13943,10846,32,male,suspected,2015-05-03,2015-05-06,9,4 -13944,10847,32,male,suspected,2015-05-03,2015-05-07,9,4 -13945,10848,43,male,suspected,2015-05-03,2015-05-06,9,4 -13946,10849,NA,female,suspected,2015-05-03,2015-05-05,9,4 -13947,10850,23,female,confirmed,2015-05-04,2015-05-07,9,4 -13948,10851,10,female,confirmed,2015-05-04,2015-05-07,9,4 -13949,10852,2,female,suspected,2015-05-04,2015-05-06,9,4 -13950,10853,65,female,suspected,2015-05-04,2015-05-14,9,4 -13951,10854,25,male,suspected,2015-05-04,2015-05-07,9,4 -13952,10855,68,male,suspected,2015-05-04,2015-05-07,9,4 -13953,10856,NA,female,suspected,2015-05-04,2015-05-04,9,4 -13954,10857,2,male,suspected,2015-05-04,2015-05-06,9,4 -13955,10858,18,male,suspected,2015-05-04,2015-05-07,9,4 -13956,10859,33,female,suspected,2015-05-04,2015-05-23,9,4 -13957,10860,66,male,suspected,2015-05-04,2015-05-05,9,4 -13958,10861,45,female,suspected,2015-05-04,2015-05-07,9,4 -13959,10862,3,male,suspected,2015-05-05,2015-05-14,9,4 -13960,10863,30,female,suspected,2015-05-05,2015-05-19,9,4 -13961,10864,17,female,suspected,2015-05-05,2015-05-06,9,4 -13962,10865,16,female,suspected,2015-05-05,2015-05-06,9,4 -13963,10866,36,male,suspected,2015-05-05,2015-05-07,9,4 -13964,10867,65,NA,suspected,2015-05-05,2015-05-11,9,4 -13965,10868,10,male,suspected,2015-05-05,2015-05-14,9,4 -13966,10869,NA,female,suspected,2015-05-05,2015-05-07,9,4 -13967,10870,34,male,suspected,2015-05-05,2015-05-07,9,4 -13968,10871,70,male,suspected,2015-05-05,2015-05-07,9,4 -13969,10872,70,male,suspected,2015-05-05,2015-05-07,9,4 -13970,10873,NA,female,suspected,2015-05-05,2015-05-07,9,4 -13971,10874,80,female,suspected,2015-05-06,2015-05-09,9,4 -13972,10875,NA,male,suspected,2015-05-06,2015-06-08,9,3 -13973,10876,2,female,suspected,2015-05-06,2015-05-06,9,4 -13974,10877,23,male,suspected,2015-05-06,2015-05-07,9,4 -13975,10878,79,male,suspected,2015-05-06,2015-05-07,9,4 -13976,10879,37,female,suspected,2015-05-06,2015-05-07,9,4 -13977,10880,3,male,suspected,2015-05-06,2015-05-11,9,4 -13978,10881,43,male,confirmed,2015-05-07,2015-05-12,9,4 -13979,10882,10,female,confirmed,2015-05-07,2015-05-10,9,4 -13980,10883,54,female,suspected,2015-05-07,2015-05-28,9,3 -13981,10884,60,male,suspected,2015-05-07,2015-05-10,9,4 -13982,10885,60,male,suspected,2015-05-07,2015-05-09,9,4 -13983,10886,7,female,suspected,2015-05-07,2015-05-09,9,4 -13984,10887,3,male,suspected,2015-05-07,2015-05-09,9,4 -13985,10888,35,male,suspected,2015-05-08,2015-05-14,9,4 -13986,10889,83,male,suspected,2015-05-08,2015-05-16,9,4 -13987,10890,NA,male,suspected,2015-05-08,2015-05-15,9,4 -13988,10891,NA,male,suspected,2015-05-08,2015-05-09,9,4 -13989,10892,53,female,suspected,2015-05-09,2015-05-10,9,4 -13990,10893,NA,male,suspected,2015-05-09,2015-05-14,9,4 -13991,10894,24,male,suspected,2015-05-09,2015-05-09,9,4 -13992,10895,20,female,suspected,2015-05-09,2015-05-09,9,4 -13993,10896,27,female,suspected,2015-05-09,2015-05-13,9,4 -13994,10897,NA,female,suspected,2015-05-09,2015-05-16,9,4 -13995,10898,70,male,suspected,2015-05-09,2015-05-17,9,4 -13996,10899,60,female,suspected,2015-05-09,2015-05-15,9,4 -13997,10900,1,female,suspected,2015-05-10,2015-05-11,9,4 -13998,10901,70,female,suspected,2015-05-10,2015-05-17,9,4 -13999,10902,29,female,suspected,2015-05-10,2015-05-19,9,4 -14000,10903,40,NA,suspected,2015-05-10,2015-05-21,9,4 -14001,10904,NA,male,suspected,2015-05-10,2015-05-15,9,4 -14002,10905,NA,male,suspected,2015-05-10,2015-05-17,9,4 -14003,10906,37,female,suspected,2015-05-10,2015-05-13,9,4 -14004,10907,20,female,suspected,2015-05-10,2015-05-14,9,4 -14005,10908,28,female,suspected,2015-05-10,2015-05-11,9,4 -14006,10909,65,male,suspected,2015-05-10,2015-05-17,9,4 -14007,10910,3,female,suspected,2015-05-10,2015-05-17,9,4 -14008,10911,NA,NA,suspected,2015-05-10,2015-05-17,9,4 -14009,10912,5,female,suspected,2015-05-10,2015-05-14,9,4 -14010,10913,1,female,suspected,2015-05-10,2015-05-14,9,4 -14011,10914,60,male,suspected,2015-05-10,2015-05-15,9,4 -14012,10915,30,male,suspected,2015-05-10,2015-05-15,9,4 -14013,10916,31,male,suspected,2015-05-10,2015-05-14,9,4 -14014,10917,31,male,confirmed,2015-05-11,2015-05-14,9,4 -14015,10918,NA,NA,suspected,2015-05-11,2015-05-14,9,4 -14016,10919,90,male,suspected,2015-05-11,2015-05-17,9,4 -14017,10920,35,female,suspected,2015-05-11,2015-05-17,9,4 -14018,10921,25,NA,suspected,2015-05-11,2015-05-13,9,4 -14019,10922,24,male,confirmed,2015-05-12,2015-05-14,9,4 -14020,10923,33,female,suspected,2015-05-12,2015-05-19,9,4 -14021,10924,29,male,suspected,2015-05-12,2015-05-16,9,4 -14022,10925,3,female,suspected,2015-05-12,2015-05-14,9,4 -14023,10926,NA,NA,suspected,2015-05-12,2015-05-14,9,4 -14024,10927,25,male,confirmed,2015-05-13,2015-05-17,9,4 -14025,10928,47,male,suspected,2015-05-13,2015-05-16,9,4 -14026,10929,40,male,suspected,2015-05-13,2015-05-19,9,4 -14027,10930,40,male,suspected,2015-05-13,2015-05-16,9,4 -14028,10931,40,male,suspected,2015-05-13,2015-05-17,9,4 -14029,10932,NA,female,suspected,2015-05-13,2015-05-19,9,4 -14030,10933,20,NA,confirmed,2015-05-14,2015-05-15,9,4 -14031,10934,8,female,confirmed,2015-05-14,2015-05-16,9,4 -14032,10935,25,male,confirmed,2015-05-14,2015-05-19,9,4 -14033,10936,NA,male,suspected,2015-05-14,2015-05-15,9,4 -14034,10937,0,male,suspected,2015-05-14,2015-05-21,9,4 -14035,10938,90,female,suspected,2015-05-14,2015-05-21,9,4 -14036,10939,NA,female,suspected,2015-05-14,2015-05-21,9,4 -14037,10940,NA,NA,suspected,2015-05-14,2015-05-21,9,4 -14038,10941,NA,male,suspected,2015-05-14,2015-05-21,9,4 -14039,10942,91,male,suspected,2015-05-14,2015-05-15,9,4 -14040,10943,45,female,suspected,2015-05-14,2015-05-16,9,4 -14041,10944,45,male,suspected,2015-05-14,2015-05-22,9,4 -14042,10945,2,female,suspected,2015-05-14,2015-05-15,9,4 -14043,10946,92,female,suspected,2015-05-14,2015-05-17,9,4 -14044,10947,NA,female,suspected,2015-05-14,2015-05-19,9,4 -14045,10948,92,female,suspected,2015-05-14,2015-05-16,9,4 -14046,10949,0,female,confirmed,2015-05-15,2015-05-16,9,4 -14047,10950,20,female,confirmed,2015-05-15,2015-05-17,9,4 -14048,10951,30,female,confirmed,2015-05-15,2015-05-17,9,4 -14049,10952,37,female,confirmed,2015-05-15,2015-05-22,9,4 -14050,10953,37,female,confirmed,2015-05-15,2015-05-22,9,4 -14051,10954,21,female,confirmed,2015-05-15,2015-05-22,9,4 -14052,10955,21,female,confirmed,2015-05-15,2015-05-24,9,4 -14053,10956,37,female,confirmed,2015-05-15,2015-05-18,9,4 -14054,10957,3,male,suspected,2015-05-15,2015-05-21,9,4 -14055,10958,3,female,suspected,2015-05-15,2015-05-21,9,4 -14056,10959,20,male,suspected,2015-05-15,2015-05-17,9,4 -14057,10960,62,male,suspected,2015-05-15,2015-05-17,9,4 -14058,10961,5,male,suspected,2015-05-15,2015-05-17,9,4 -14059,10962,NA,female,suspected,2015-05-15,2015-05-17,9,4 -14060,10963,1,female,suspected,2015-05-15,2015-05-17,9,4 -14061,10964,1,female,suspected,2015-05-15,2015-05-17,9,4 -14062,10965,1,male,suspected,2015-05-15,2015-05-17,9,4 -14063,10966,NA,male,suspected,2015-05-15,2015-05-17,9,4 -14064,10967,1,female,suspected,2015-05-15,2015-05-17,9,4 -14065,10968,25,female,suspected,2015-05-15,2015-05-18,9,4 -14066,10969,14,female,suspected,2015-05-15,2015-05-23,9,4 -14067,10970,30,male,suspected,2015-05-15,2015-05-25,9,4 -14068,10971,10,female,suspected,2015-05-15,2015-05-16,9,4 -14069,10972,NA,female,suspected,2015-05-15,2015-05-19,9,4 -14070,10973,NA,NA,suspected,2015-05-16,2015-05-21,9,4 -14071,10974,60,male,suspected,2015-05-16,2015-05-21,9,4 -14072,10975,5,male,suspected,2015-05-16,2015-05-21,9,4 -14073,10976,NA,female,suspected,2015-05-16,2015-05-17,9,4 -14074,10977,2,male,suspected,2015-05-16,2015-05-17,9,4 -14075,10978,1,female,suspected,2015-05-16,2015-05-30,9,3 -14076,10979,75,male,suspected,2015-05-16,2015-05-22,9,4 -14077,10980,4,female,suspected,2015-05-16,2015-05-21,9,4 -14078,10981,NA,male,suspected,2015-05-16,2015-05-28,9,3 -14079,10982,NA,male,suspected,2015-05-16,2015-05-16,9,4 -14080,10983,1,female,suspected,2015-05-16,2015-05-19,9,4 -14081,10984,23,female,confirmed,2015-05-17,2015-05-20,9,4 -14082,10985,40,female,suspected,2015-05-17,2015-05-19,9,4 -14083,10986,1,female,suspected,2015-05-17,2015-05-21,9,4 -14084,10987,1,male,suspected,2015-05-17,2015-05-24,9,4 -14085,10988,40,female,suspected,2015-05-17,2015-05-25,9,4 -14086,10989,NA,male,suspected,2015-05-17,2015-05-19,9,4 -14087,10990,1,NA,suspected,2015-05-17,2015-05-19,9,4 -14088,10991,NA,female,suspected,2015-05-18,2015-06-02,9,3 -14089,10992,29,male,suspected,2015-05-18,2015-05-27,9,3 -14090,10993,NA,female,suspected,2015-05-18,2015-05-19,9,4 -14091,10994,5,male,suspected,2015-05-18,2015-05-23,9,4 -14092,10995,13,male,suspected,2015-05-18,2015-05-25,9,4 -14093,10996,1,male,suspected,2015-05-18,2015-05-19,9,4 -14094,10997,65,female,suspected,2015-05-18,2015-05-19,9,4 -14095,10998,38,female,suspected,2015-05-19,2015-05-22,9,4 -14096,10999,85,male,suspected,2015-05-19,2015-05-27,9,3 -14097,11000,26,female,suspected,2015-05-19,2015-05-22,9,4 -14098,11001,2,female,suspected,2015-05-19,2015-06-02,9,3 -14099,11002,NA,female,suspected,2015-05-19,2015-05-22,9,4 -14100,11003,35,female,suspected,2015-05-19,2015-06-17,9,3 -14101,11004,2,NA,suspected,2015-05-20,2015-05-27,9,3 -14102,11005,40,male,suspected,2015-05-20,2015-06-04,9,3 -14103,11006,25,male,suspected,2015-05-20,2015-06-06,9,3 -14104,11007,35,female,suspected,2015-05-20,2015-05-24,9,4 -14105,11008,NA,female,suspected,2015-05-20,2015-05-25,9,4 -14106,11009,26,female,suspected,2015-05-20,2015-05-28,9,3 -14107,11010,5,female,suspected,2015-05-20,2015-05-25,9,4 -14108,11011,35,female,suspected,2015-05-20,2015-05-28,9,3 -14109,11012,50,male,suspected,2015-05-20,2015-05-24,9,4 -14110,11013,58,female,suspected,2015-05-21,2015-05-24,9,4 -14111,11014,30,male,suspected,2015-05-21,2015-05-23,9,4 -14112,11015,2,male,suspected,2015-05-21,2015-05-28,9,3 -14113,11016,NA,female,suspected,2015-05-21,2015-05-25,9,4 -14114,11017,NA,male,suspected,2015-05-21,2015-05-25,9,4 -14115,11018,9,female,suspected,2015-05-21,2015-05-25,9,4 -14116,11019,1,female,suspected,2015-05-21,2015-05-28,9,3 -14117,11020,14,male,suspected,2015-05-21,2015-05-28,9,3 -14118,11021,18,male,suspected,2015-05-21,2015-05-28,9,3 -14119,11022,3,female,suspected,2015-05-21,2015-05-28,9,3 -14120,11023,1,female,suspected,2015-05-22,2015-05-24,9,4 -14121,11024,45,female,suspected,2015-05-22,2015-05-24,9,4 -14122,11025,2,male,suspected,2015-05-22,2015-05-27,9,3 -14123,11026,30,female,suspected,2015-05-22,2015-05-29,9,3 -14124,11027,2,female,suspected,2015-05-22,2015-05-24,9,4 -14125,11028,44,male,suspected,2015-05-22,2015-05-25,9,4 -14126,11029,6,male,suspected,2015-05-22,2015-05-25,9,4 -14127,11030,31,female,suspected,2015-05-22,2015-05-28,9,3 -14128,11031,NA,NA,suspected,2015-05-22,2015-05-28,9,3 -14129,11032,18,female,confirmed,2015-05-23,2015-05-26,9,3 -14130,11033,49,male,suspected,2015-05-23,2015-05-23,9,4 -14131,11034,28,female,suspected,2015-05-23,2015-05-23,9,4 -14132,11035,2,male,suspected,2015-05-23,2015-05-30,9,3 -14133,11036,16,female,suspected,2015-05-23,2015-05-30,9,3 -14134,11037,70,female,suspected,2015-05-23,2015-05-24,9,4 -14135,11038,NA,male,suspected,2015-05-23,2015-05-25,9,4 -14136,11039,NA,male,suspected,2015-05-23,2015-05-25,9,4 -14137,11040,1,female,suspected,2015-05-23,2015-05-25,9,4 -14138,11041,1,male,suspected,2015-05-23,2015-05-28,9,3 -14139,11042,0,female,confirmed,2015-05-24,2015-05-25,9,4 -14140,11043,45,female,confirmed,2015-05-24,2015-05-27,9,3 -14141,11044,32,male,confirmed,2015-05-24,2015-06-13,9,3 -14142,11045,35,female,confirmed,2015-05-24,2015-05-27,9,3 -14143,11046,38,female,confirmed,2015-05-24,2015-05-27,9,3 -14144,11047,42,male,suspected,2015-05-24,2015-05-27,9,3 -14145,11048,65,male,suspected,2015-05-24,2015-05-24,9,4 -14146,11049,45,female,suspected,2015-05-24,2015-05-24,9,4 -14147,11050,1,male,suspected,2015-05-24,2015-05-28,9,3 -14148,11051,0,male,confirmed,2015-05-25,2015-05-26,9,3 -14149,11052,60,female,confirmed,2015-05-25,2015-05-28,9,3 -14150,11053,73,male,confirmed,2015-05-25,2015-05-29,9,3 -14151,11054,NA,male,suspected,2015-05-25,2015-06-01,9,3 -14152,11055,NA,female,suspected,2015-05-25,2015-05-30,9,3 -14153,11056,NA,male,suspected,2015-05-25,2015-05-29,9,3 -14154,11057,45,male,suspected,2015-05-25,2015-06-01,9,3 -14155,11058,1,female,suspected,2015-05-25,2015-05-28,9,3 -14156,11059,10,male,suspected,2015-05-25,2015-05-30,9,3 -14157,11060,6,female,suspected,2015-05-25,2015-05-30,9,3 -14158,11061,5,male,suspected,2015-05-25,2015-06-02,9,3 -14159,11062,NA,male,suspected,2015-05-25,2015-05-26,9,3 -14160,11063,42,male,suspected,2015-05-25,2015-05-29,9,3 -14161,11064,1,female,suspected,2015-05-25,2015-05-28,9,3 -14162,11065,58,female,confirmed,2015-05-26,2015-05-30,9,3 -14163,11066,NA,female,suspected,2015-05-26,2015-06-02,9,3 -14164,11067,17,male,suspected,2015-05-26,2015-05-29,9,3 -14165,11068,NA,male,suspected,2015-05-26,2015-05-30,9,3 -14166,11069,40,male,suspected,2015-05-26,2015-05-28,9,3 -14167,11070,30,female,suspected,2015-05-26,2015-05-30,9,3 -14168,11071,26,female,suspected,2015-05-26,2015-05-28,9,3 -14169,11072,1,male,suspected,2015-05-26,2015-05-28,9,3 -14170,11073,53,female,suspected,2015-05-26,2015-05-28,9,3 -14171,11074,16,female,suspected,2015-05-26,2015-05-28,9,3 -14172,11075,85,male,suspected,2015-05-26,2015-05-28,9,3 -14173,11076,55,female,suspected,2015-05-26,2015-06-11,9,3 -14174,11077,1,male,suspected,2015-05-26,2015-05-27,9,3 -14175,11078,45,female,suspected,2015-05-26,2015-05-29,9,3 -14176,11079,58,female,suspected,2015-05-27,2015-06-02,9,3 -14177,11080,NA,male,suspected,2015-05-27,2015-05-28,9,3 -14178,11081,1,male,suspected,2015-05-27,2015-05-30,9,3 -14179,11082,92,male,suspected,2015-05-27,2015-05-27,9,3 -14180,11083,NA,female,suspected,2015-05-27,2015-05-29,9,3 -14181,11084,88,female,suspected,2015-05-27,2015-05-29,9,3 -14182,11085,90,male,suspected,2015-05-27,2015-05-29,9,3 -14183,11086,80,female,suspected,2015-05-27,2015-06-06,9,3 -14184,11087,3,female,confirmed,2015-05-28,2015-05-28,9,3 -14185,11088,29,male,confirmed,2015-05-28,2015-05-31,9,3 -14186,11089,60,male,confirmed,2015-05-28,2015-05-31,9,3 -14187,11090,33,male,confirmed,2015-05-28,2015-06-04,9,3 -14188,11091,1,male,suspected,2015-05-28,2015-06-02,9,3 -14189,11092,90,female,suspected,2015-05-28,2015-05-31,9,3 -14190,11093,2,male,suspected,2015-05-28,2015-06-03,9,3 -14191,11094,72,female,suspected,2015-05-28,2015-06-08,9,3 -14192,11095,50,male,suspected,2015-05-28,2015-06-01,9,3 -14193,11096,35,female,suspected,2015-05-28,2015-05-29,9,3 -14194,11097,2,female,suspected,2015-05-28,2015-05-28,9,3 -14195,11098,2,male,suspected,2015-05-28,2015-05-30,9,3 -14196,11099,1,female,suspected,2015-05-28,2015-05-30,9,3 -14197,11100,2,female,suspected,2015-05-28,2015-05-31,9,3 -14198,11101,2,male,suspected,2015-05-28,2015-05-31,9,3 -14199,11102,1,male,suspected,2015-05-28,2015-06-04,9,3 -14200,11103,NA,male,suspected,2015-05-28,2015-05-29,9,3 -14201,11104,NA,male,suspected,2015-05-28,2015-05-29,9,3 -14202,11105,90,male,suspected,2015-05-28,2015-05-29,9,3 -14203,11106,80,male,confirmed,2015-05-29,2015-06-02,9,3 -14204,11107,1,male,suspected,2015-05-29,2015-06-06,9,3 -14205,11108,4,male,suspected,2015-05-29,2015-06-03,9,3 -14206,11109,1,female,suspected,2015-05-29,2015-05-30,9,3 -14207,11110,4,female,confirmed,2015-05-30,2015-06-01,9,3 -14208,11111,6,male,confirmed,2015-05-30,2015-06-02,9,3 -14209,11112,75,female,suspected,2015-05-30,2015-05-31,9,3 -14210,11113,NA,male,suspected,2015-05-30,2015-06-02,9,3 -14211,11114,NA,NA,suspected,2015-05-30,2015-05-30,9,3 -14212,11115,NA,male,suspected,2015-05-30,2015-05-30,9,3 -14213,11116,NA,male,suspected,2015-05-30,2015-05-31,9,3 -14214,11117,NA,male,suspected,2015-05-30,2015-05-31,9,3 -14215,11118,NA,male,suspected,2015-05-30,2015-05-31,9,3 -14216,11119,1,male,suspected,2015-05-30,2015-06-02,9,3 -14217,11120,NA,male,suspected,2015-05-31,2015-05-31,9,3 -14218,11121,14,female,suspected,2015-05-31,2015-06-02,9,3 -14219,11122,20,female,suspected,2015-05-31,2015-06-04,9,3 -14220,11123,28,male,confirmed,2015-06-01,2015-06-04,9,3 -14221,11124,56,female,confirmed,2015-06-01,2015-06-05,9,3 -14222,11125,28,female,confirmed,2015-06-01,2015-06-05,9,3 -14223,11126,21,female,suspected,2015-06-01,2015-06-02,9,3 -14224,11127,3,female,suspected,2015-06-01,2015-06-05,9,3 -14225,11128,23,male,suspected,2015-06-01,2015-06-03,9,3 -14226,11129,46,male,suspected,2015-06-01,2015-06-03,9,3 -14227,11130,40,male,suspected,2015-06-01,2015-06-03,9,3 -14228,11131,3,female,suspected,2015-06-01,2015-06-02,9,3 -14229,11132,2,male,suspected,2015-06-01,2015-06-02,9,3 -14230,11133,6,female,suspected,2015-06-01,2015-06-02,9,3 -14231,11134,21,male,suspected,2015-06-01,2015-07-15,9,2 -14232,11135,8,female,confirmed,2015-06-02,2015-06-03,9,3 -14233,11136,9,female,confirmed,2015-06-02,2015-06-07,9,3 -14234,11137,NA,female,suspected,2015-06-02,2015-06-04,9,3 -14235,11138,65,female,suspected,2015-06-02,2015-07-01,9,2 -14236,11139,2,male,suspected,2015-06-02,2015-07-02,9,2 -14237,11140,18,female,suspected,2015-06-02,2015-06-06,9,3 -14238,11141,36,female,suspected,2015-06-02,2015-06-02,9,3 -14239,11142,45,male,suspected,2015-06-02,2015-06-12,9,3 -14240,11143,72,male,suspected,2015-06-02,2015-06-29,9,2 -14241,11144,57,male,suspected,2015-06-02,2015-06-06,9,3 -14242,11145,65,male,confirmed,2015-06-03,2015-06-06,9,3 -14243,11146,35,male,confirmed,2015-06-03,2015-06-07,9,3 -14244,11147,28,male,confirmed,2015-06-03,2015-06-06,9,3 -14245,11148,1,male,suspected,2015-06-03,2015-07-08,9,2 -14246,11149,54,female,suspected,2015-06-03,2015-06-17,9,3 -14247,11150,6,male,suspected,2015-06-03,2015-06-17,9,3 -14248,11151,24,male,suspected,2015-06-03,2015-06-17,9,3 -14249,11152,32,male,suspected,2015-06-03,2015-06-06,9,3 -14250,11153,NA,female,suspected,2015-06-03,2015-06-11,9,3 -14251,11154,1,female,suspected,2015-06-03,2015-06-06,9,3 -14252,11155,2,female,confirmed,2015-06-04,2015-06-07,9,3 -14253,11156,23,male,suspected,2015-06-04,2015-06-05,9,3 -14254,11157,30,female,suspected,2015-06-04,2015-06-06,9,3 -14255,11158,5,male,suspected,2015-06-04,2015-06-06,9,3 -14256,11159,14,female,suspected,2015-06-04,2015-06-10,9,3 -14257,11160,30,female,suspected,2015-06-04,2015-06-06,9,3 -14258,11161,30,male,suspected,2015-06-04,2015-06-06,9,3 -14259,11162,34,male,suspected,2015-06-04,2015-06-11,9,3 -14260,11163,44,male,confirmed,2015-06-05,2015-06-17,9,3 -14261,11164,NA,female,confirmed,2015-06-05,2015-06-09,9,3 -14262,11165,44,male,confirmed,2015-06-05,2015-06-09,9,3 -14263,11166,59,male,confirmed,2015-06-05,2015-06-09,9,3 -14264,11167,35,female,suspected,2015-06-05,2015-06-06,9,3 -14265,11168,1,female,suspected,2015-06-05,2015-06-14,9,3 -14266,11169,70,male,suspected,2015-06-05,2015-06-12,9,3 -14267,11170,NA,male,suspected,2015-06-05,2015-07-09,9,2 -14268,11171,70,female,suspected,2015-06-05,2015-07-15,9,2 -14269,11172,20,female,confirmed,2015-06-06,2015-06-07,9,3 -14270,11173,2,female,confirmed,2015-06-06,2015-06-07,9,3 -14271,11174,60,female,confirmed,2015-06-06,2015-06-08,9,3 -14272,11175,35,female,confirmed,2015-06-06,2015-06-09,9,3 -14273,11176,4,male,confirmed,2015-06-06,2015-06-09,9,3 -14274,11177,20,male,confirmed,2015-06-06,2015-06-09,9,3 -14275,11178,6,male,confirmed,2015-06-06,2015-06-09,9,3 -14276,11179,2,male,suspected,2015-06-06,2015-06-06,9,3 -14277,11180,NA,male,suspected,2015-06-06,2015-06-10,9,3 -14278,11181,37,female,suspected,2015-06-06,2015-06-18,9,3 -14279,11182,30,female,suspected,2015-06-06,2015-06-12,9,3 -14280,11183,NA,female,suspected,2015-06-06,2015-06-08,9,3 -14281,11184,1,male,suspected,2015-06-06,2015-06-10,9,3 -14282,11185,45,male,suspected,2015-06-06,2015-06-10,9,3 -14283,11186,32,female,confirmed,2015-06-07,2015-06-10,9,3 -14284,11187,41,male,confirmed,2015-06-07,2015-06-10,9,3 -14285,11188,78,male,suspected,2015-06-07,2015-06-11,9,3 -14286,11189,1,male,suspected,2015-06-07,2015-06-11,9,3 -14287,11190,35,male,suspected,2015-06-07,2015-06-11,9,3 -14288,11191,40,male,confirmed,2015-06-08,2015-06-09,9,3 -14289,11192,4,female,suspected,2015-06-08,2015-06-13,9,3 -14290,11193,55,female,suspected,2015-06-08,2015-06-23,9,3 -14291,11194,70,male,suspected,2015-06-08,2015-07-02,9,2 -14292,11195,70,female,suspected,2015-06-08,2015-06-11,9,3 -14293,11196,45,male,suspected,2015-06-08,2015-06-12,9,3 -14294,11197,NA,female,suspected,2015-06-08,2015-06-10,9,3 -14295,11198,NA,male,suspected,2015-06-08,2015-06-10,9,3 -14296,11199,2,NA,suspected,2015-06-08,2015-06-10,9,3 -14297,11200,NA,female,suspected,2015-06-08,2015-06-11,9,3 -14298,11201,1,male,suspected,2015-06-08,2015-06-11,9,3 -14299,11202,1,female,confirmed,2015-06-09,2015-06-10,9,3 -14300,11203,1,female,suspected,2015-06-09,2015-06-11,9,3 -14301,11204,22,male,confirmed,2015-06-10,2015-06-18,9,3 -14302,11205,65,female,confirmed,2015-06-10,2015-06-13,9,3 -14303,11206,70,male,suspected,2015-06-10,2015-06-15,9,3 -14304,11207,32,male,suspected,2015-06-10,2015-06-11,9,3 -14305,11208,NA,male,suspected,2015-06-10,2015-06-12,9,3 -14306,11209,NA,NA,suspected,2015-06-10,2015-06-15,9,3 -14307,11210,26,female,suspected,2015-06-10,2015-06-12,9,3 -14308,11211,50,female,suspected,2015-06-10,2015-06-12,9,3 -14309,11212,1,female,suspected,2015-06-10,2015-06-11,9,3 -14310,11213,28,male,confirmed,2015-06-11,2015-06-17,9,3 -14311,11214,35,male,confirmed,2015-06-11,2015-06-16,9,3 -14312,11215,24,male,suspected,2015-06-11,2015-06-17,9,3 -14313,11216,28,male,suspected,2015-06-11,2015-06-13,9,3 -14314,11217,40,female,suspected,2015-06-11,2015-06-13,9,3 -14315,11218,10,male,suspected,2015-06-11,2015-06-12,9,3 -14316,11219,45,female,suspected,2015-06-12,2015-06-17,9,3 -14317,11220,2,female,suspected,2015-06-13,2015-06-19,9,3 -14318,11221,30,male,suspected,2015-06-13,2015-06-15,9,3 -14319,11222,73,male,suspected,2015-06-13,2015-06-17,9,3 -14320,11223,43,male,suspected,2015-06-13,2015-06-17,9,3 -14321,11224,45,female,confirmed,2015-06-14,2015-06-15,9,3 -14322,11225,20,female,suspected,2015-06-14,2015-06-16,9,3 -14323,11226,65,NA,suspected,2015-06-14,2015-06-18,9,3 -14324,11227,29,female,confirmed,2015-06-15,2015-06-16,9,3 -14325,11228,70,female,suspected,2015-06-15,2015-06-21,9,3 -14326,11229,2,female,suspected,2015-06-15,2015-06-18,9,3 -14327,11230,0,female,confirmed,2015-06-16,2015-06-18,9,3 -14328,11231,22,female,confirmed,2015-06-16,2015-06-22,9,3 -14329,11232,33,NA,confirmed,2015-06-16,2015-06-23,9,3 -14330,11233,22,female,confirmed,2015-06-16,2015-06-23,9,3 -14331,11234,NA,female,suspected,2015-06-16,2015-06-17,9,3 -14332,11235,NA,female,suspected,2015-06-16,2015-06-17,9,3 -14333,11236,NA,female,suspected,2015-06-16,2015-06-17,9,3 -14334,11237,NA,male,suspected,2015-06-16,2015-06-17,9,3 -14335,11238,NA,male,suspected,2015-06-16,2015-06-17,9,3 -14336,11239,NA,male,suspected,2015-06-16,2015-06-17,9,3 -14337,11240,NA,female,suspected,2015-06-16,2015-06-17,9,3 -14338,11241,NA,male,suspected,2015-06-16,2015-06-17,9,3 -14339,11242,NA,male,suspected,2015-06-17,2015-06-17,9,3 -14340,11243,NA,male,suspected,2015-06-17,2015-06-17,9,3 -14341,11244,35,female,confirmed,2015-06-18,2015-06-20,9,3 -14342,11245,52,female,confirmed,2015-06-18,2015-06-24,9,3 -14343,11246,NA,female,suspected,2015-06-19,2015-06-22,9,3 -14344,11247,4,male,suspected,2015-06-19,2015-07-12,9,2 -14345,11248,NA,male,suspected,2015-06-20,2015-06-23,9,3 -14346,11249,48,female,suspected,2015-06-20,2015-06-28,9,2 -14347,11250,75,female,suspected,2015-06-20,2015-07-09,9,2 -14348,11251,40,male,suspected,2015-06-20,2015-07-20,9,2 -14349,11252,65,female,suspected,2015-06-20,2015-06-23,9,3 -14350,11253,6,female,confirmed,2015-06-21,2015-06-22,9,3 -14351,11254,22,male,confirmed,2015-06-21,2015-06-29,9,2 -14352,11255,0,female,confirmed,2015-06-21,2015-06-24,9,3 -14353,11256,24,male,confirmed,2015-06-22,2015-06-25,9,2 -14354,11257,68,female,suspected,2015-06-22,2015-07-02,9,2 -14355,11258,48,female,confirmed,2015-06-23,2015-06-25,9,2 -14356,11259,22,female,confirmed,2015-06-23,2015-06-27,9,2 -14357,11260,2,female,suspected,2015-06-23,2015-07-07,9,2 -14358,11261,21,female,suspected,2015-06-23,2015-07-09,9,2 -14359,11262,45,male,suspected,2015-06-23,2015-06-26,9,2 -14360,11263,3,NA,suspected,2015-06-23,2015-08-10,9,1 -14361,11264,63,male,suspected,2015-06-23,2015-06-24,9,3 -14362,11265,7,female,confirmed,2015-06-24,2015-06-28,9,2 -14363,11266,60,female,confirmed,2015-06-24,2015-07-01,9,2 -14364,11267,65,female,suspected,2015-06-24,2015-06-26,9,2 -14365,11268,1,female,suspected,2015-06-24,2015-06-29,9,2 -14366,11269,65,male,suspected,2015-06-24,2015-06-29,9,2 -14367,11270,15,female,suspected,2015-06-24,2015-06-28,9,2 -14368,11271,38,female,suspected,2015-06-24,2015-06-28,9,2 -14369,11272,85,male,suspected,2015-06-24,2015-06-27,9,2 -14370,11273,40,female,suspected,2015-06-24,2015-06-29,9,2 -14371,11274,NA,male,suspected,2015-06-24,2015-06-29,9,2 -14372,11275,60,male,suspected,2015-06-24,2015-06-29,9,2 -14373,11276,NA,female,suspected,2015-06-24,2015-06-29,9,2 -14374,11277,80,female,confirmed,2015-06-25,2015-07-01,9,2 -14375,11278,2,female,suspected,2015-06-25,2015-06-29,9,2 -14376,11279,80,male,suspected,2015-06-25,2015-07-10,9,2 -14377,11280,50,female,confirmed,2015-06-26,2015-07-02,9,2 -14378,11281,22,male,confirmed,2015-06-27,2015-06-29,9,2 -14379,11282,NA,NA,suspected,2015-06-27,2015-06-30,9,2 -14380,11283,1,male,suspected,2015-06-27,2015-07-07,9,2 -14381,11284,75,male,suspected,2015-06-27,2015-07-05,9,2 -14382,11285,13,female,confirmed,2015-06-28,2015-06-29,9,2 -14383,11286,13,female,confirmed,2015-06-28,2015-07-03,9,2 -14384,11287,3,male,suspected,2015-06-28,2015-06-30,9,2 -14385,11288,6,female,suspected,2015-06-28,2015-07-03,9,2 -14386,11289,65,male,suspected,2015-06-28,2015-06-30,9,2 -14387,11290,27,female,suspected,2015-06-28,2015-06-30,9,2 -14388,11291,35,male,suspected,2015-06-28,2015-07-01,9,2 -14389,11292,22,female,suspected,2015-06-28,2015-07-14,9,2 -14390,11293,50,male,suspected,2015-06-29,2015-07-01,9,2 -14391,11294,1,female,suspected,2015-06-29,2015-07-02,9,2 -14392,11295,4,female,confirmed,2015-06-30,2015-07-02,9,2 -14393,11296,4,female,confirmed,2015-06-30,2015-07-01,9,2 -14394,11297,16,female,suspected,2015-06-30,2015-07-03,9,2 -14395,11298,NA,male,suspected,2015-07-01,2015-07-03,9,2 -14396,11299,NA,male,suspected,2015-07-01,2015-07-03,9,2 -14397,11300,1,male,suspected,2015-07-01,2015-07-03,9,2 -14398,11301,1,male,suspected,2015-07-01,2015-07-06,9,2 -14399,11302,NA,female,suspected,2015-07-01,2015-07-12,9,2 -14400,11303,40,male,suspected,2015-07-01,2015-07-12,9,2 -14401,11304,NA,female,suspected,2015-07-01,2015-07-03,9,2 -14402,11305,33,male,suspected,2015-07-01,2015-07-05,9,2 -14403,11306,7,female,suspected,2015-07-01,2015-07-15,9,2 -14404,11307,1,female,suspected,2015-07-01,2015-07-15,9,2 -14405,11308,32,male,confirmed,2015-07-02,2015-07-05,9,2 -14406,11309,2,female,confirmed,2015-07-02,2015-07-06,9,2 -14407,11310,3,female,suspected,2015-07-02,2015-07-04,9,2 -14408,11311,NA,male,suspected,2015-07-02,2015-07-08,9,2 -14409,11312,NA,male,suspected,2015-07-02,2015-07-12,9,2 -14410,11313,35,male,suspected,2015-07-02,2015-07-24,9,2 -14411,11314,NA,female,suspected,2015-07-02,2015-07-04,9,2 -14412,11315,NA,male,suspected,2015-07-02,2015-07-05,9,2 -14413,11316,2,female,confirmed,2015-07-03,2015-07-04,9,2 -14414,11317,73,female,suspected,2015-07-03,2015-07-10,9,2 -14415,11318,NA,female,suspected,2015-07-03,2015-07-06,9,2 -14416,11319,24,male,suspected,2015-07-03,2015-07-29,9,1 -14417,11320,60,male,suspected,2015-07-03,2015-07-06,9,2 -14418,11321,42,male,suspected,2015-07-03,2015-07-07,9,2 -14419,11322,1,female,confirmed,2015-07-04,2015-07-12,9,2 -14420,11323,60,male,confirmed,2015-07-04,2015-07-07,9,2 -14421,11324,NA,female,suspected,2015-07-04,2015-07-06,9,2 -14422,11325,40,male,suspected,2015-07-04,2015-07-06,9,2 -14423,11326,1,female,suspected,2015-07-04,2015-07-06,9,2 -14424,11327,30,male,suspected,2015-07-04,2015-07-10,9,2 -14425,11328,85,female,suspected,2015-07-04,2015-07-10,9,2 -14426,11329,NA,NA,confirmed,2015-07-05,2015-07-08,9,2 -14427,11330,NA,male,suspected,2015-07-05,2015-07-06,9,2 -14428,11331,45,female,suspected,2015-07-05,2015-07-07,9,2 -14429,11332,35,female,suspected,2015-07-05,2015-07-17,9,2 -14430,11333,50,female,confirmed,2015-07-06,2015-07-09,9,2 -14431,11334,24,female,confirmed,2015-07-06,2015-07-10,9,2 -14432,11335,72,male,suspected,2015-07-06,2015-07-08,9,2 -14433,11336,2,female,suspected,2015-07-06,2015-07-12,9,2 -14434,11337,65,male,suspected,2015-07-06,2015-07-08,9,2 -14435,11338,4,female,suspected,2015-07-06,2015-07-09,9,2 -14436,11339,40,male,confirmed,2015-07-07,2015-07-09,9,2 -14437,11340,52,male,confirmed,2015-07-07,2015-07-09,9,2 -14438,11341,1,male,confirmed,2015-07-07,2015-07-10,9,2 -14439,11342,74,female,suspected,2015-07-07,2015-07-12,9,2 -14440,11343,45,female,suspected,2015-07-07,2015-07-12,9,2 -14441,11344,1,male,suspected,2015-07-07,2015-07-08,9,2 -14442,11345,NA,male,suspected,2015-07-07,2015-07-09,9,2 -14443,11346,70,male,suspected,2015-07-07,2015-07-14,9,2 -14444,11347,80,female,suspected,2015-07-07,2015-07-28,9,1 -14445,11348,22,female,confirmed,2015-07-08,2015-07-10,9,2 -14446,11349,2,female,confirmed,2015-07-08,2015-07-10,9,2 -14447,11350,32,female,confirmed,2015-07-08,2015-07-10,9,2 -14448,11351,0,female,confirmed,2015-07-08,2015-07-11,9,2 -14449,11352,NA,male,suspected,2015-07-08,2015-07-13,9,2 -14450,11353,76,female,suspected,2015-07-08,2015-07-10,9,2 -14451,11354,NA,female,suspected,2015-07-08,2015-07-11,9,2 -14452,11355,0,male,confirmed,2015-07-09,2015-07-10,9,2 -14453,11356,NA,female,suspected,2015-07-09,2015-07-18,9,2 -14454,11357,NA,male,suspected,2015-07-09,2015-07-19,9,2 -14455,11358,30,male,suspected,2015-07-09,2015-07-31,9,1 -14456,11359,13,female,confirmed,2015-07-10,2015-07-10,9,2 -14457,11360,40,female,confirmed,2015-07-10,2015-07-17,9,2 -14458,11361,40,female,confirmed,2015-07-10,2015-07-14,9,2 -14459,11362,65,female,suspected,2015-07-10,2015-07-14,9,2 -14460,11363,1,female,suspected,2015-07-10,2015-07-18,9,2 -14461,11364,72,female,suspected,2015-07-10,2015-07-23,9,2 -14462,11365,82,male,suspected,2015-07-10,2015-07-23,9,2 -14463,11366,70,female,suspected,2015-07-10,2015-07-28,9,1 -14464,11367,74,male,suspected,2015-07-10,2015-07-15,9,2 -14465,11368,1,female,suspected,2015-07-10,2015-07-15,9,2 -14466,11369,65,male,suspected,2015-07-11,2015-07-12,9,2 -14467,11370,90,male,suspected,2015-07-11,2015-07-20,9,2 -14468,11371,30,male,confirmed,2015-07-12,2015-07-14,9,2 -14469,11372,NA,female,suspected,2015-07-12,2015-07-14,9,2 -14470,11373,85,male,suspected,2015-07-12,2015-07-14,9,2 -14471,11374,75,female,suspected,2015-07-12,2015-07-16,9,2 -14472,11375,59,female,suspected,2015-07-12,2015-07-17,9,2 -14473,11376,85,female,suspected,2015-07-12,2015-07-19,9,2 -14474,11377,77,male,suspected,2015-07-12,2015-07-31,9,1 -14475,11378,59,male,suspected,2015-07-12,2015-08-03,9,1 -14476,11379,3,female,suspected,2015-07-12,2015-07-15,9,2 -14477,11380,27,female,suspected,2015-07-13,2015-07-14,9,2 -14478,11381,NA,female,suspected,2015-07-13,2015-07-24,9,2 -14479,11382,1,male,suspected,2015-07-13,2015-07-17,9,2 -14480,11383,50,male,suspected,2015-07-13,2015-07-31,9,1 -14481,11384,6,male,suspected,2015-07-13,2015-07-15,9,2 -14482,11385,0,male,suspected,2015-07-13,2015-07-15,9,2 -14483,11386,40,female,confirmed,2015-07-14,2015-07-17,9,2 -14484,11387,1,male,suspected,2015-07-14,2015-07-15,9,2 -14485,11388,NA,female,suspected,2015-07-14,2015-07-23,9,2 -14486,11389,2,female,suspected,2015-07-15,2015-07-31,9,1 -14487,11390,48,male,suspected,2015-07-15,2015-08-18,9,1 -14488,11391,4,female,suspected,2015-07-15,2015-07-20,9,2 -14489,11392,53,male,suspected,2015-07-15,2015-07-27,9,1 -14490,11393,NA,female,suspected,2015-07-15,2015-07-19,9,2 -14491,11394,4,male,suspected,2015-07-15,2015-09-01,9,0 -14492,11395,42,male,suspected,2015-07-16,2015-07-21,9,2 -14493,11396,32,female,suspected,2015-07-16,2015-07-31,9,1 -14494,11397,NA,female,suspected,2015-07-16,2015-07-31,9,1 -14495,11398,65,female,confirmed,2015-07-17,2015-07-20,9,2 -14496,11399,30,female,suspected,2015-07-17,2015-07-19,9,2 -14497,11400,1,male,suspected,2015-07-17,2015-07-23,9,2 -14498,11401,90,female,suspected,2015-07-17,2015-07-31,9,1 -14499,11402,NA,NA,suspected,2015-07-17,2015-07-23,9,2 -14500,11403,28,female,suspected,2015-07-17,2015-07-19,9,2 -14501,11404,3,male,suspected,2015-07-17,2015-07-20,9,2 -14502,11405,NA,male,suspected,2015-07-18,2015-07-20,9,2 -14503,11406,NA,male,suspected,2015-07-18,2015-07-23,9,2 -14504,11407,1,male,suspected,2015-07-18,2015-07-24,9,2 -14505,11408,72,female,suspected,2015-07-18,2015-07-28,9,1 -14506,11409,60,male,suspected,2015-07-18,2015-07-28,9,1 -14507,11410,17,female,suspected,2015-07-18,2015-07-21,9,2 -14508,11411,NA,female,suspected,2015-07-19,2015-07-23,9,2 -14509,11412,40,female,suspected,2015-07-19,2015-07-25,9,1 -14510,11413,80,female,suspected,2015-07-19,2015-07-31,9,1 -14511,11414,1,male,suspected,2015-07-19,2015-07-28,9,1 -14512,11415,70,male,suspected,2015-07-19,2015-07-28,9,1 -14513,11416,70,female,suspected,2015-07-19,2015-07-29,9,1 -14514,11417,80,male,suspected,2015-07-19,2015-08-05,9,1 -14515,11418,16,male,confirmed,2015-07-20,2015-07-20,9,2 -14516,11419,27,male,confirmed,2015-07-20,2015-07-24,9,2 -14517,11420,6,male,suspected,2015-07-20,2015-07-31,9,1 -14518,11421,35,male,suspected,2015-07-20,2015-07-28,9,1 -14519,11422,4,male,suspected,2015-07-20,2015-07-28,9,1 -14520,11423,1,female,suspected,2015-07-20,2015-07-28,9,1 -14521,11424,30,female,suspected,2015-07-20,2015-07-28,9,1 -14522,11425,1,female,suspected,2015-07-20,2015-07-29,9,1 -14523,11426,3,female,suspected,2015-07-20,2015-07-31,9,1 -14524,11427,1,female,suspected,2015-07-20,2015-07-31,9,1 -14525,11428,85,female,suspected,2015-07-20,2015-07-31,9,1 -14526,11429,NA,male,suspected,2015-07-20,2015-07-31,9,1 -14527,11430,75,male,suspected,2015-07-20,2015-08-01,9,1 -14528,11431,70,female,suspected,2015-07-20,2015-08-08,9,1 -14529,11432,38,female,suspected,2015-07-20,2015-07-27,9,1 -14530,11433,7,male,suspected,2015-07-20,2015-07-29,9,1 -14531,11434,NA,male,suspected,2015-07-20,2015-07-22,9,2 -14532,11435,32,male,suspected,2015-07-21,2015-07-23,9,2 -14533,11436,65,female,suspected,2015-07-21,2015-07-23,9,2 -14534,11437,3,female,suspected,2015-07-21,2015-07-23,9,2 -14535,11438,21,female,suspected,2015-07-21,2015-07-24,9,2 -14536,11439,2,male,suspected,2015-07-21,2015-07-28,9,1 -14537,11440,40,male,suspected,2015-07-21,2015-07-22,9,2 -14538,11441,62,male,suspected,2015-07-21,2015-07-26,9,1 -14539,11442,67,male,suspected,2015-07-22,2015-07-31,9,1 -14540,11443,25,male,suspected,2015-07-22,2015-07-26,9,1 -14541,11444,2,male,suspected,2015-07-22,2015-07-31,9,1 -14542,11445,2,female,suspected,2015-07-22,2015-07-28,9,1 -14543,11446,NA,female,suspected,2015-07-22,2015-07-28,9,1 -14544,11447,1,female,suspected,2015-07-22,2015-07-28,9,1 -14545,11448,NA,female,suspected,2015-07-22,2015-07-31,9,1 -14546,11449,13,male,suspected,2015-07-22,2015-07-28,9,1 -14547,11450,3,female,suspected,2015-07-23,2015-07-28,9,1 -14548,11451,85,female,suspected,2015-07-23,2015-07-28,9,1 -14549,11452,70,female,suspected,2015-07-23,2015-07-28,9,1 -14550,11453,NA,female,suspected,2015-07-23,2015-07-27,9,1 -14551,11454,NA,female,suspected,2015-07-23,2015-07-31,9,1 -14552,11455,70,male,suspected,2015-07-23,2015-07-31,9,1 -14553,11456,NA,NA,suspected,2015-07-23,2015-07-31,9,1 -14554,11457,1,male,suspected,2015-07-23,2015-07-28,9,1 -14555,11458,10,female,suspected,2015-07-23,2015-07-28,9,1 -14556,11459,NA,female,suspected,2015-07-23,2015-07-28,9,1 -14557,11460,30,female,suspected,2015-07-23,2015-07-28,9,1 -14558,11461,NA,male,suspected,2015-07-23,2015-07-31,9,1 -14559,11462,70,male,suspected,2015-07-23,2015-07-28,9,1 -14560,11463,16,female,suspected,2015-07-23,2015-07-31,9,1 -14561,11464,20,female,suspected,2015-07-23,2015-07-31,9,1 -14562,11465,1,female,suspected,2015-07-23,2015-07-31,9,1 -14563,11466,1,female,suspected,2015-07-23,2015-07-28,9,1 -14564,11467,60,male,suspected,2015-07-23,2015-07-28,9,1 -14565,11468,NA,female,suspected,2015-07-23,2015-07-31,9,1 -14566,11469,22,male,suspected,2015-07-23,2015-07-26,9,1 -14567,11470,80,male,suspected,2015-07-24,2015-07-31,9,1 -14568,11471,35,female,suspected,2015-07-24,2015-07-31,9,1 -14569,11472,72,female,suspected,2015-07-24,2015-07-31,9,1 -14570,11473,55,male,suspected,2015-07-24,2015-07-31,9,1 -14571,11474,57,male,suspected,2015-07-24,2015-07-31,9,1 -14572,11475,2,male,suspected,2015-07-24,2015-07-27,9,1 -14573,11476,2,male,suspected,2015-07-24,2015-07-28,9,1 -14574,11477,NA,female,suspected,2015-07-24,2015-07-28,9,1 -14575,11478,1,male,suspected,2015-07-24,2015-07-28,9,1 -14576,11479,79,NA,suspected,2015-07-24,2015-07-28,9,1 -14577,11480,73,female,suspected,2015-07-24,2015-07-31,9,1 -14578,11481,1,male,suspected,2015-07-24,2015-07-28,9,1 -14579,11482,3,male,suspected,2015-07-24,2015-07-28,9,1 -14580,11483,1,female,suspected,2015-07-24,2015-07-28,9,1 -14581,11484,NA,male,suspected,2015-07-24,2015-07-28,9,1 -14582,11485,4,male,suspected,2015-07-24,2015-07-28,9,1 -14583,11486,1,female,suspected,2015-07-24,2015-07-28,9,1 -14584,11487,NA,male,suspected,2015-07-24,2015-07-28,9,1 -14585,11488,2,male,suspected,2015-07-24,2015-07-28,9,1 -14586,11489,70,female,suspected,2015-07-24,2015-07-31,9,1 -14587,11490,51,female,suspected,2015-07-24,2015-07-31,9,1 -14588,11491,26,male,suspected,2015-07-24,2015-07-26,9,1 -14589,11492,32,male,suspected,2015-07-24,2015-07-26,9,1 -14590,11493,15,male,suspected,2015-07-25,2015-07-30,9,1 -14591,11494,25,male,suspected,2015-07-25,2015-07-31,9,1 -14592,11495,1,female,suspected,2015-07-25,2015-07-28,9,1 -14593,11496,17,male,suspected,2015-07-25,2015-07-28,9,1 -14594,11497,NA,female,suspected,2015-07-25,2015-07-28,9,1 -14595,11498,2,male,suspected,2015-07-25,2015-07-28,9,1 -14596,11499,10,male,suspected,2015-07-25,2015-07-28,9,1 -14597,11500,NA,male,suspected,2015-07-25,2015-07-28,9,1 -14598,11501,5,male,suspected,2015-07-25,2015-07-28,9,1 -14599,11502,1,female,suspected,2015-07-25,2015-07-28,9,1 -14600,11503,2,female,suspected,2015-07-25,2015-07-28,9,1 -14601,11504,45,female,suspected,2015-07-25,2015-07-28,9,1 -14602,11505,17,female,suspected,2015-07-25,2015-07-28,9,1 -14603,11506,45,male,suspected,2015-07-25,2015-07-28,9,1 -14604,11507,2,male,suspected,2015-07-25,2015-07-28,9,1 -14605,11508,2,female,suspected,2015-07-25,2015-07-28,9,1 -14606,11509,40,male,suspected,2015-07-25,2015-07-28,9,1 -14607,11510,NA,female,suspected,2015-07-25,2015-07-28,9,1 -14608,11511,49,female,suspected,2015-07-25,2015-07-28,9,1 -14609,11512,1,male,suspected,2015-07-25,2015-07-31,9,1 -14610,11513,NA,female,suspected,2015-07-25,2015-07-31,9,1 -14611,11514,39,female,suspected,2015-07-25,2015-07-31,9,1 -14612,11515,1,male,suspected,2015-07-25,2015-07-31,9,1 -14613,11516,72,female,suspected,2015-07-25,2015-07-31,9,1 -14614,11517,6,female,suspected,2015-07-25,2015-07-31,9,1 -14615,11518,4,female,suspected,2015-07-25,2015-07-27,9,1 -14616,11519,1,male,suspected,2015-07-25,2015-07-30,9,1 -14617,11520,45,female,suspected,2015-07-26,2015-07-31,9,1 -14618,11521,70,female,suspected,2015-07-26,2015-07-31,9,1 -14619,11522,NA,female,suspected,2015-07-26,2015-07-31,9,1 -14620,11523,40,NA,suspected,2015-07-26,2015-07-27,9,1 -14621,11524,NA,female,suspected,2015-07-26,2015-07-28,9,1 -14622,11525,NA,female,suspected,2015-07-26,2015-07-31,9,1 -14623,11526,NA,male,suspected,2015-07-26,2015-07-31,9,1 -14624,11527,1,male,suspected,2015-07-26,2015-07-28,9,1 -14625,11528,8,NA,suspected,2015-07-26,2015-07-28,9,1 -14626,11529,NA,male,suspected,2015-07-26,2015-07-28,9,1 -14627,11530,NA,female,suspected,2015-07-26,2015-07-28,9,1 -14628,11531,NA,female,suspected,2015-07-26,2015-07-28,9,1 -14629,11532,82,male,suspected,2015-07-26,2015-07-28,9,1 -14630,11533,3,female,suspected,2015-07-26,2015-07-28,9,1 -14631,11534,NA,female,suspected,2015-07-26,2015-07-28,9,1 -14632,11535,1,female,suspected,2015-07-26,2015-07-28,9,1 -14633,11536,NA,female,suspected,2015-07-26,2015-07-28,9,1 -14634,11537,72,female,suspected,2015-07-26,2015-07-28,9,1 -14635,11538,1,male,suspected,2015-07-26,2015-07-28,9,1 -14636,11539,85,male,suspected,2015-07-26,2015-07-28,9,1 -14637,11540,1,female,suspected,2015-07-26,2015-07-28,9,1 -14638,11541,45,male,suspected,2015-07-26,2015-07-28,9,1 -14639,11542,NA,male,suspected,2015-07-26,2015-07-28,9,1 -14640,11543,1,female,suspected,2015-07-26,2015-07-28,9,1 -14641,11544,NA,male,suspected,2015-07-26,2015-07-28,9,1 -14642,11545,1,male,suspected,2015-07-26,2015-07-31,9,1 -14643,11546,NA,female,suspected,2015-07-26,2015-07-31,9,1 -14644,11547,2,female,suspected,2015-07-26,2015-07-31,9,1 -14645,11548,42,male,suspected,2015-07-26,2015-07-31,9,1 -14646,11549,68,male,suspected,2015-07-26,2015-07-31,9,1 -14647,11550,15,male,suspected,2015-07-26,2015-07-31,9,1 -14648,11551,3,NA,suspected,2015-07-26,2015-07-31,9,1 -14649,11552,2,male,suspected,2015-07-26,2015-07-31,9,1 -14650,11553,27,male,suspected,2015-07-26,2015-07-31,9,1 -14651,11554,50,male,suspected,2015-07-27,2015-07-31,9,1 -14652,11555,NA,male,suspected,2015-07-27,2015-07-31,9,1 -14653,11556,NA,male,suspected,2015-07-27,2015-07-28,9,1 -14654,11557,1,female,suspected,2015-07-27,2015-07-28,9,1 -14655,11558,NA,male,suspected,2015-07-27,2015-07-28,9,1 -14656,11559,NA,female,suspected,2015-07-27,2015-07-28,9,1 -14657,11560,55,male,suspected,2015-07-27,2015-07-28,9,1 -14658,11561,48,male,suspected,2015-07-27,2015-07-28,9,1 -14659,11562,1,female,suspected,2015-07-27,2015-07-28,9,1 -14660,11563,1,NA,suspected,2015-07-27,2015-07-28,9,1 -14661,11564,75,male,suspected,2015-07-27,2015-07-31,9,1 -14662,11565,18,female,suspected,2015-07-27,2015-07-31,9,1 -14663,11566,1,male,suspected,2015-07-27,2015-07-31,9,1 -14664,11567,60,male,suspected,2015-07-27,2015-07-31,9,1 -14665,11568,NA,female,suspected,2015-07-27,2015-07-31,9,1 -14666,11569,1,female,suspected,2015-07-27,2015-07-31,9,1 -14667,11570,1,male,suspected,2015-07-27,2015-08-03,9,1 -14668,11571,NA,male,suspected,2015-07-28,2015-07-30,9,1 -14669,11572,45,male,suspected,2015-07-28,2015-07-31,9,1 -14670,11573,NA,male,suspected,2015-07-28,2015-07-31,9,1 -14671,11574,NA,female,suspected,2015-07-28,2015-07-31,9,1 -14672,11575,75,female,suspected,2015-07-28,2015-07-31,9,1 -14673,11576,NA,female,suspected,2015-07-28,2015-07-31,9,1 -14674,11577,1,male,suspected,2015-07-28,2015-07-31,9,1 -14675,11578,15,male,suspected,2015-07-28,2015-07-31,9,1 -14676,11579,85,female,suspected,2015-07-28,2015-07-31,9,1 -14677,11580,55,male,suspected,2015-07-28,2015-08-03,9,1 -14678,11581,NA,female,suspected,2015-07-28,2015-07-29,9,1 -14679,11582,50,female,suspected,2015-07-29,2015-08-05,9,1 -14680,11583,7,male,suspected,2015-07-29,2015-07-31,9,1 -14681,11584,72,male,suspected,2015-07-29,2015-07-31,9,1 -14682,11585,NA,male,suspected,2015-07-29,2015-07-31,9,1 -14683,11586,NA,female,suspected,2015-07-29,2015-07-31,9,1 -14684,11587,NA,female,suspected,2015-07-29,2015-07-31,9,1 -14685,11588,1,male,suspected,2015-07-29,2015-07-31,9,1 -14686,11589,1,male,suspected,2015-07-29,2015-07-31,9,1 -14687,11590,NA,male,suspected,2015-07-29,2015-07-31,9,1 -14688,11591,42,male,suspected,2015-07-29,2015-07-31,9,1 -14689,11592,26,female,suspected,2015-07-29,2015-07-31,9,1 -14690,11593,31,female,suspected,2015-07-29,2015-07-31,9,1 -14691,11594,NA,NA,suspected,2015-07-29,2015-08-03,9,1 -14692,11595,2,female,suspected,2015-07-29,2015-08-08,9,1 -14693,11596,28,male,suspected,2015-07-29,2015-08-03,9,1 -14694,11597,NA,male,suspected,2015-07-29,2015-08-04,9,1 -14695,11598,1,male,suspected,2015-07-29,2015-08-04,9,1 -14696,11599,31,male,suspected,2015-07-29,2015-09-01,9,0 -14697,11600,NA,male,suspected,2015-07-30,2015-07-31,9,1 -14698,11601,8,female,suspected,2015-07-30,2015-07-31,9,1 -14699,11602,2,male,suspected,2015-07-30,2015-07-31,9,1 -14700,11603,1,male,suspected,2015-07-30,2015-07-31,9,1 -14701,11604,50,female,suspected,2015-07-30,2015-07-31,9,1 -14702,11605,50,female,suspected,2015-07-30,2015-07-31,9,1 -14703,11606,1,female,suspected,2015-07-30,2015-07-31,9,1 -14704,11607,80,female,suspected,2015-07-30,2015-07-31,9,1 -14705,11608,80,male,suspected,2015-07-30,2015-07-31,9,1 -14706,11609,NA,female,suspected,2015-07-30,2015-08-01,9,1 -14707,11610,50,male,suspected,2015-07-30,2015-08-03,9,1 -14708,11611,NA,female,suspected,2015-07-30,2015-08-11,9,1 -14709,11612,25,male,suspected,2015-07-30,2015-07-31,9,1 -14710,11613,2,male,suspected,2015-07-30,2015-08-03,9,1 -14711,11614,2,male,suspected,2015-07-30,2015-08-04,9,1 -14712,11615,41,male,suspected,2015-07-30,2015-08-02,9,1 -14713,11616,9,male,suspected,2015-07-30,2015-08-02,9,1 -14714,11617,NA,male,confirmed,2015-07-31,2015-08-01,9,1 -14715,11618,35,female,confirmed,2015-07-31,2015-08-01,9,1 -14716,11619,NA,female,suspected,2015-07-31,2015-08-03,9,1 -14717,11620,2,female,suspected,2015-07-31,2015-08-03,9,1 -14718,11621,55,male,suspected,2015-07-31,2015-08-03,9,1 -14719,11622,65,female,suspected,2015-07-31,2015-08-08,9,1 -14720,11623,60,male,suspected,2015-07-31,2015-08-04,9,1 -14721,11624,1,female,suspected,2015-07-31,2015-07-31,9,1 -14722,11625,54,male,suspected,2015-08-01,2015-08-03,9,1 -14723,11626,1,male,suspected,2015-08-01,2015-08-04,9,1 -14724,11627,23,male,suspected,2015-08-01,2015-08-02,9,1 -14725,11628,10,male,suspected,2015-08-01,2015-08-06,9,1 -14726,11629,NA,male,suspected,2015-08-01,2015-08-25,9,0 -14727,11630,2,male,suspected,2015-08-02,2015-08-13,9,1 -14728,11631,80,male,suspected,2015-08-02,2015-08-06,9,1 -14729,11632,4,male,suspected,2015-08-02,2015-08-06,9,1 -14730,11633,2,male,suspected,2015-08-03,2015-08-08,9,1 -14731,11634,60,female,suspected,2015-08-03,2015-08-07,9,1 -14732,11635,5,male,suspected,2015-08-03,2015-08-08,9,1 -14733,11636,1,male,suspected,2015-08-03,2015-08-11,9,1 -14734,11637,NA,female,suspected,2015-08-03,2015-08-08,9,1 -14735,11638,23,female,suspected,2015-08-03,2015-08-06,9,1 -14736,11639,45,female,suspected,2015-08-03,2015-08-06,9,1 -14737,11640,1,male,suspected,2015-08-03,2015-09-08,9,0 -14738,11641,1,female,confirmed,2015-08-04,2015-08-07,9,1 -14739,11642,1,female,confirmed,2015-08-04,2015-08-09,9,1 -14740,11643,5,female,suspected,2015-08-04,2015-08-07,9,1 -14741,11644,2,male,suspected,2015-08-04,2015-08-08,9,1 -14742,11645,1,male,suspected,2015-08-04,2015-08-08,9,1 -14743,11646,1,male,suspected,2015-08-04,2015-08-08,9,1 -14744,11647,2,male,suspected,2015-08-04,2015-08-08,9,1 -14745,11648,56,male,suspected,2015-08-04,2015-08-08,9,1 -14746,11649,NA,male,suspected,2015-08-04,2015-08-08,9,1 -14747,11650,52,NA,suspected,2015-08-04,2015-08-08,9,1 -14748,11651,44,female,suspected,2015-08-04,2015-08-07,9,1 -14749,11652,4,male,suspected,2015-08-04,2015-08-06,9,1 -14750,11653,8,female,suspected,2015-08-04,2015-08-06,9,1 -14751,11654,2,female,suspected,2015-08-05,2015-08-07,9,1 -14752,11655,2,male,suspected,2015-08-05,2015-08-11,9,1 -14753,11656,NA,female,suspected,2015-08-05,2015-08-08,9,1 -14754,11657,2,male,suspected,2015-08-05,2015-08-13,9,1 -14755,11658,17,male,suspected,2015-08-05,2015-08-09,9,1 -14756,11659,6,male,suspected,2015-08-05,2015-08-06,9,1 -14757,11660,2,male,suspected,2015-08-05,2015-08-06,9,1 -14758,11661,NA,female,suspected,2015-08-05,2015-08-25,9,0 -14759,11662,2,male,suspected,2015-08-06,2015-08-08,9,1 -14760,11663,1,female,suspected,2015-08-06,2015-08-08,9,1 -14761,11664,1,female,suspected,2015-08-06,2015-08-08,9,1 -14762,11665,50,male,suspected,2015-08-06,2015-08-08,9,1 -14763,11666,2,male,suspected,2015-08-06,2015-08-09,9,1 -14764,11667,NA,male,suspected,2015-08-06,2015-08-13,9,1 -14765,11668,NA,female,suspected,2015-08-06,2015-08-08,9,1 -14766,11669,6,NA,suspected,2015-08-06,2015-08-07,9,1 -14767,11670,48,male,suspected,2015-08-06,2015-08-25,9,0 -14768,11671,3,female,suspected,2015-08-07,2015-08-08,9,1 -14769,11672,19,female,suspected,2015-08-07,2015-08-07,9,1 -14770,11673,NA,female,suspected,2015-08-07,2015-08-10,9,1 -14771,11674,50,female,suspected,2015-08-07,2015-09-01,9,0 -14772,11675,NA,female,suspected,2015-08-07,2015-09-12,9,0 -14773,11676,2,female,suspected,2015-08-08,2015-08-14,9,1 -14774,11677,36,male,suspected,2015-08-08,2015-08-11,9,1 -14775,11678,26,female,suspected,2015-08-08,2015-08-11,9,1 -14776,11679,9,female,suspected,2015-08-09,2015-08-11,9,1 -14777,11680,1,male,suspected,2015-08-09,2015-08-10,9,1 -14778,11681,4,male,suspected,2015-08-09,2015-08-10,9,1 -14779,11682,11,NA,suspected,2015-08-09,2015-08-10,9,1 -14780,11683,60,female,suspected,2015-08-10,2015-08-19,9,1 -14781,11684,20,female,suspected,2015-08-10,2015-08-22,9,1 -14782,11685,6,male,suspected,2015-08-10,2015-08-25,9,0 -14783,11686,NA,female,suspected,2015-08-11,2015-08-19,9,1 -14784,11687,NA,female,suspected,2015-08-11,2015-08-17,9,1 -14785,11688,34,female,suspected,2015-08-11,2015-08-25,9,0 -14786,11689,85,female,suspected,2015-08-11,2015-08-25,9,0 -14787,11690,90,male,suspected,2015-08-12,2015-08-17,9,1 -14788,11691,NA,male,suspected,2015-08-12,2015-08-17,9,1 -14789,11692,NA,male,suspected,2015-08-12,2015-08-21,9,1 -14790,11693,1,female,suspected,2015-08-12,2015-08-12,9,1 -14791,11694,NA,female,suspected,2015-08-13,2015-08-15,9,1 -14792,11695,1,male,suspected,2015-08-13,2015-08-16,9,1 -14793,11696,NA,female,suspected,2015-08-13,2015-08-17,9,1 -14794,11697,1,male,suspected,2015-08-13,2015-08-15,9,1 -14795,11698,NA,male,suspected,2015-08-13,2015-08-17,9,1 -14796,11699,2,female,suspected,2015-08-14,2015-08-17,9,1 -14797,11700,75,male,suspected,2015-08-14,2015-08-17,9,1 -14798,11701,3,female,suspected,2015-08-15,2015-08-19,9,1 -14799,11702,10,female,suspected,2015-08-15,2015-08-18,9,1 -14800,11703,1,female,suspected,2015-08-15,2015-08-18,9,1 -14801,11704,1,male,suspected,2015-08-15,2015-08-17,9,1 -14802,11705,5,male,suspected,2015-08-15,2015-08-17,9,1 -14803,11706,90,female,suspected,2015-08-15,2015-08-28,9,0 -14804,11707,28,female,suspected,2015-08-16,2015-08-17,9,1 -14805,11708,52,male,suspected,2015-08-16,2015-08-18,9,1 -14806,11709,0,female,suspected,2015-08-16,2015-08-18,9,1 -14807,11710,0,female,suspected,2015-08-16,2015-08-18,9,1 -14808,11711,0,female,suspected,2015-08-16,2015-08-18,9,1 -14809,11712,1,male,suspected,2015-08-16,2015-08-18,9,1 -14810,11713,8,male,suspected,2015-08-16,2015-08-18,9,1 -14811,11714,1,male,suspected,2015-08-16,2015-08-18,9,1 -14812,11715,1,male,suspected,2015-08-16,2015-08-18,9,1 -14813,11716,1,male,suspected,2015-08-16,2015-08-18,9,1 -14814,11717,1,male,suspected,2015-08-16,2015-08-18,9,1 -14815,11718,7,male,suspected,2015-08-16,2015-08-19,9,1 -14816,11719,1,female,suspected,2015-08-16,2015-08-21,9,1 -14817,11720,3,male,suspected,2015-08-16,2015-08-19,9,1 -14818,11721,32,female,suspected,2015-08-16,2015-08-19,9,1 -14819,11722,NA,NA,suspected,2015-08-16,2015-08-17,9,1 -14820,11723,60,male,suspected,2015-08-16,2015-08-23,9,1 -14821,11724,91,female,suspected,2015-08-16,2015-08-25,9,0 -14822,11725,52,male,suspected,2015-08-17,2015-08-19,9,1 -14823,11726,26,male,suspected,2015-08-17,2015-08-19,9,1 -14824,11727,8,male,suspected,2015-08-17,2015-08-19,9,1 -14825,11728,1,female,suspected,2015-08-17,2015-08-19,9,1 -14826,11729,13,female,suspected,2015-08-17,2015-08-19,9,1 -14827,11730,65,female,suspected,2015-08-17,2015-08-25,9,0 -14828,11731,28,female,suspected,2015-08-18,2015-08-19,9,1 -14829,11732,26,male,suspected,2015-08-18,2015-08-19,9,1 -14830,11733,20,female,suspected,2015-08-18,2015-08-19,9,1 -14831,11734,NA,male,suspected,2015-08-19,2015-08-20,9,1 -14832,11735,0,female,suspected,2015-08-19,2015-08-22,9,1 -14833,11736,2,male,suspected,2015-08-20,2015-08-23,9,1 -14834,11737,NA,female,suspected,2015-08-20,2015-08-23,9,1 -14835,11738,45,female,suspected,2015-08-20,2015-08-24,9,1 -14836,11739,81,female,suspected,2015-08-20,2015-08-25,9,0 -14837,11740,72,female,suspected,2015-08-20,2015-08-26,9,0 -14838,11741,50,female,suspected,2015-08-20,2015-08-29,9,0 -14839,11742,35,female,suspected,2015-08-20,2015-08-30,9,0 -14840,11743,NA,male,suspected,2015-08-20,2015-09-03,9,0 -14841,11744,22,male,suspected,2015-08-21,2015-08-24,9,1 -14842,11745,1,male,suspected,2015-08-21,2015-08-24,9,1 -14843,11746,2,male,suspected,2015-08-21,2015-08-24,9,1 -14844,11747,4,male,suspected,2015-08-21,2015-08-24,9,1 -14845,11748,2,male,suspected,2015-08-21,2015-08-24,9,1 -14846,11749,3,female,suspected,2015-08-21,2015-08-24,9,1 -14847,11750,0,female,suspected,2015-08-21,2015-08-26,9,0 -14848,11751,0,male,suspected,2015-08-21,2015-08-27,9,0 -14849,11752,2,male,suspected,2015-08-21,2015-08-27,9,0 -14850,11753,17,female,suspected,2015-08-21,2015-08-31,9,0 -14851,11754,8,female,suspected,2015-08-22,2015-08-24,9,1 -14852,11755,0,male,suspected,2015-08-22,2015-08-24,9,1 -14853,11756,75,NA,suspected,2015-08-22,2015-08-26,9,0 -14854,11757,1,male,suspected,2015-08-22,2015-08-26,9,0 -14855,11758,55,male,suspected,2015-08-22,2015-08-27,9,0 -14856,11759,28,female,suspected,2015-08-23,2015-08-24,9,1 -14857,11760,75,female,suspected,2015-08-23,2015-08-25,9,0 -14858,11761,80,female,suspected,2015-08-23,2015-08-25,9,0 -14859,11762,30,male,suspected,2015-08-23,2015-08-27,9,0 -14860,11763,65,female,suspected,2015-08-23,2015-08-27,9,0 -14861,11764,22,male,suspected,2015-08-23,2015-08-28,9,0 -14862,11765,25,female,suspected,2015-08-23,2015-09-01,9,0 -14863,11766,1,female,suspected,2015-08-24,2015-08-25,9,0 -14864,11767,2,male,suspected,2015-08-24,2015-08-25,9,0 -14865,11768,2,male,suspected,2015-08-24,2015-08-27,9,0 -14866,11769,3,female,suspected,2015-08-24,2015-08-28,9,0 -14867,11770,60,male,suspected,2015-08-24,2015-08-31,9,0 -14868,11771,35,female,suspected,2015-08-24,2015-09-03,9,0 -14869,11772,28,male,suspected,2015-08-24,2015-09-04,9,0 -14870,11773,NA,male,suspected,2015-08-24,2015-09-06,9,0 -14871,11774,22,female,suspected,2015-08-25,2015-08-27,9,0 -14872,11775,7,male,suspected,2015-08-25,2015-08-28,9,0 -14873,11776,NA,female,suspected,2015-08-25,2015-08-29,9,0 -14874,11777,2,female,suspected,2015-08-25,2015-08-30,9,0 -14875,11778,79,male,suspected,2015-08-25,2015-08-30,9,0 -14876,11779,17,female,suspected,2015-08-25,2015-09-01,9,0 -14877,11780,23,female,suspected,2015-08-25,2015-09-03,9,0 -14878,11781,67,female,confirmed,2015-08-26,2015-08-29,9,0 -14879,11782,NA,male,suspected,2015-08-26,2015-08-28,9,0 -14880,11783,85,female,suspected,2015-08-26,2015-08-28,9,0 -14881,11784,6,female,suspected,2015-08-26,2015-08-31,9,0 -14882,11785,1,female,suspected,2015-08-26,2015-09-01,9,0 -14883,11786,2,male,suspected,2015-08-26,2015-09-03,9,0 -14884,11787,70,male,suspected,2015-08-27,2015-08-30,9,0 -14885,11788,24,female,suspected,2015-08-27,2015-08-30,9,0 -14886,11789,5,male,suspected,2015-08-27,2015-09-01,9,0 -14887,11790,80,male,suspected,2015-08-27,2015-09-01,9,0 -14888,11791,29,male,suspected,2015-08-27,2015-09-01,9,0 -14889,11792,29,male,suspected,2015-08-27,2015-09-12,9,0 -14890,11793,50,female,suspected,2015-08-28,2015-08-31,9,0 -14891,11794,19,female,suspected,2015-08-28,2015-09-01,9,0 -14892,11795,70,female,suspected,2015-08-28,2015-09-01,9,0 -14893,11796,80,male,suspected,2015-08-28,2015-09-02,9,0 -14894,11797,4,female,suspected,2015-08-28,2015-09-04,9,0 -14895,11798,6,male,suspected,2015-08-29,2015-08-31,9,0 -14896,11799,1,female,suspected,2015-08-29,2015-08-31,9,0 -14897,11800,2,male,suspected,2015-08-29,2015-08-31,9,0 -14898,11801,25,NA,suspected,2015-08-29,2015-08-31,9,0 -14899,11802,4,female,suspected,2015-08-29,2015-09-01,9,0 -14900,11803,19,male,suspected,2015-08-29,2015-09-01,9,0 -14901,11804,1,female,suspected,2015-08-29,2015-09-01,9,0 -14902,11805,50,male,suspected,2015-08-29,2015-09-01,9,0 -14903,11806,NA,female,suspected,2015-08-29,2015-09-01,9,0 -14904,11807,NA,female,suspected,2015-08-29,2015-09-03,9,0 -14905,11808,85,male,suspected,2015-08-29,2015-09-03,9,0 -14906,11809,75,female,suspected,2015-08-29,2015-09-03,9,0 -14907,11810,90,female,suspected,2015-08-29,2015-09-11,9,0 -14908,11811,70,male,suspected,2015-08-30,2015-08-31,9,0 -14909,11812,28,female,suspected,2015-08-30,2015-09-01,9,0 -14910,11813,NA,male,suspected,2015-08-30,2015-09-01,9,0 -14911,11814,NA,female,suspected,2015-08-30,2015-09-01,9,0 -14912,11815,16,female,suspected,2015-08-30,2015-09-03,9,0 -14913,11816,18,female,suspected,2015-08-30,2015-09-03,9,0 -14914,11817,1,male,suspected,2015-08-30,2015-09-03,9,0 -14915,11818,62,female,suspected,2015-08-30,2015-09-06,9,0 -14916,11819,5,NA,suspected,2015-08-30,2015-09-08,9,0 -14917,11820,90,male,suspected,2015-08-30,2015-09-11,9,0 -14918,11821,3,NA,suspected,2015-08-31,2015-09-03,9,0 -14919,11822,2,female,suspected,2015-08-31,2015-09-03,9,0 -14920,11823,70,female,suspected,2015-08-31,2015-09-03,9,0 -14921,11824,45,male,suspected,2015-08-31,2015-09-03,9,0 -14922,11825,0,female,suspected,2015-08-31,2015-09-03,9,0 -14923,11826,NA,female,suspected,2015-08-31,2015-09-05,9,0 -14924,11827,17,female,suspected,2015-08-31,2015-09-05,9,0 -14925,11828,NA,male,suspected,2015-08-31,2015-09-06,9,0 -14926,11829,NA,female,suspected,2015-08-31,2015-09-06,9,0 -14927,11830,1,male,suspected,2015-08-31,2015-09-07,9,0 -14928,11831,NA,male,suspected,2015-09-01,2015-09-03,9,0 -14929,11832,2,female,suspected,2015-09-01,2015-09-03,9,0 -14930,11833,69,male,suspected,2015-09-01,2015-09-04,9,0 -14931,11834,3,male,suspected,2015-09-01,2015-09-05,9,0 -14932,11835,80,female,suspected,2015-09-01,2015-09-05,9,0 -14933,11836,2,female,suspected,2015-09-01,2015-09-06,9,0 -14934,11837,22,male,suspected,2015-09-01,2015-09-06,9,0 -14935,11838,4,female,suspected,2015-09-02,2015-09-04,9,0 -14936,11839,32,female,suspected,2015-09-02,2015-09-05,9,0 -14937,11840,NA,male,suspected,2015-09-02,2015-09-05,9,0 -14938,11841,NA,female,suspected,2015-09-02,2015-09-06,9,0 -14939,11842,48,female,confirmed,2015-09-03,2015-09-04,9,0 -14940,11843,72,female,confirmed,2015-09-03,2015-09-07,9,0 -14941,11844,NA,male,suspected,2015-09-03,2015-09-04,9,0 -14942,11845,54,female,suspected,2015-09-03,2015-09-05,9,0 -14943,11846,3,female,suspected,2015-09-03,2015-09-06,9,0 -14944,11847,1,male,suspected,2015-09-03,2015-09-09,9,0 -14945,11848,NA,male,suspected,2015-09-03,2015-09-10,9,0 -14946,11849,7,female,confirmed,2015-09-04,2015-09-09,9,0 -14947,11850,24,female,suspected,2015-09-04,2015-09-06,9,0 -14948,11851,NA,male,suspected,2015-09-04,2015-09-06,9,0 -14949,11852,NA,female,suspected,2015-09-04,2015-09-06,9,0 -14950,11853,0,male,suspected,2015-09-04,2015-09-11,9,0 -14951,11854,0,female,suspected,2015-09-04,2015-09-11,9,0 -14952,11855,4,female,confirmed,2015-09-05,2015-09-07,9,0 -14953,11856,NA,male,suspected,2015-09-05,2015-09-06,9,0 -14954,11857,35,male,suspected,2015-09-05,2015-09-06,9,0 -14955,11858,NA,female,suspected,2015-09-05,2015-09-06,9,0 -14956,11859,0,male,suspected,2015-09-05,2015-09-08,9,0 -14957,11860,3,male,suspected,2015-09-05,2015-09-08,9,0 -14958,11861,26,female,suspected,2015-09-05,2015-09-08,9,0 -14959,11862,NA,female,suspected,2015-09-05,2015-09-08,9,0 -14960,11863,65,female,suspected,2015-09-05,2015-09-09,9,0 -14961,11864,NA,male,suspected,2015-09-05,2015-09-12,9,0 -14962,11865,30,female,suspected,2015-09-05,2015-09-12,9,0 -14963,11866,23,female,confirmed,2015-09-06,2015-09-07,9,0 -14964,11867,16,female,confirmed,2015-09-06,2015-09-13,9,0 -14965,11868,11,female,suspected,2015-09-06,2015-09-08,9,0 -14966,11869,45,female,suspected,2015-09-06,2015-09-12,9,0 -14967,11870,33,female,suspected,2015-09-06,2015-09-12,9,0 -14968,11871,15,female,suspected,2015-09-07,2015-09-10,9,0 -14969,11872,0,male,suspected,2015-09-07,2015-09-10,9,0 -14970,11873,3,male,suspected,2015-09-07,2015-09-11,9,0 -14971,11874,22,male,suspected,2015-09-07,2015-09-11,9,0 -14972,11875,2,male,suspected,2015-09-07,2015-09-11,9,0 -14973,11876,3,female,suspected,2015-09-07,2015-09-12,9,0 -14974,11877,33,male,suspected,2015-09-07,2015-09-12,9,0 -14975,11878,21,male,suspected,2015-09-08,2015-09-10,9,0 -14976,11879,4,female,suspected,2015-09-08,2015-09-10,9,0 -14977,11880,5,female,suspected,2015-09-08,2015-09-10,9,0 -14978,11881,1,female,suspected,2015-09-08,2015-09-10,9,0 -14979,11882,1,female,suspected,2015-09-08,2015-09-11,9,0 -14980,11883,10,male,suspected,2015-09-08,2015-09-11,9,0 -14981,11884,79,female,suspected,2015-09-08,2015-09-12,9,0 -14982,11885,32,female,suspected,2015-09-08,2015-09-13,9,0 -14983,11886,NA,male,suspected,2015-09-09,2015-09-10,9,0 -14984,11887,1,female,suspected,2015-09-09,2015-09-10,9,0 -14985,11888,6,female,suspected,2015-09-09,2015-09-10,9,0 -14986,11889,NA,female,suspected,2015-09-09,2015-09-11,9,0 -14987,11890,4,female,suspected,2015-09-09,2015-09-11,9,0 -14988,11891,4,female,suspected,2015-09-09,2015-09-11,9,0 -14989,11892,70,male,suspected,2015-09-09,2015-09-12,9,0 -14990,11893,90,male,suspected,2015-09-09,2015-09-12,9,0 -14991,11894,NA,female,suspected,2015-09-09,2015-09-12,9,0 -14992,11895,NA,male,suspected,2015-09-09,2015-09-12,9,0 -14993,11896,0,male,suspected,2015-09-09,2015-09-13,9,0 -14994,11897,NA,male,suspected,2015-09-10,2015-09-11,9,0 -14995,11898,NA,female,suspected,2015-09-10,2015-09-12,9,0 -14996,11899,NA,female,suspected,2015-09-10,2015-09-13,9,0 -14997,11900,NA,male,suspected,2015-09-11,2015-09-12,9,0 -14998,11901,0,female,suspected,2015-09-11,2015-09-13,9,0 -14999,11902,52,female,suspected,2015-09-11,2015-09-13,9,0 -15000,11903,4,female,suspected,2015-09-12,2015-09-13,9,0 +v_1,case_id,age,gender,status,date_onset,date_sample,row_id,years_since_collection,remainder_months +1,14905,90,male,confirmed,2015-03-15,2015-04-06,1,9,5 +2,13043,25,female,NA,2013-09-11,2014-01-03,2,10,8 +3,14364,54,female,NA,2014-02-09,2015-03-03,3,9,6 +4,14675,90,NA,NA,2014-10-19,2014-12-31,4,9,9 +5,12648,74,female,NA,2014-06-08,2016-10-10,5,7,11 +6,14274,76,female,NA,2015-04-05,2016-01-23,7,8,8 +7,14132,16,male,confirmed,NA,2015-10-05,8,8,11 +8,14715,44,female,confirmed,NA,2016-04-24,9,8,5 +9,13435,26,male,NA,2014-07-09,2014-09-20,10,10,0 +10,14816,30,female,NA,2015-06-29,2015-02-06,11,9,7 +11,13993,49,female,suspected,2015-01-21,2016-06-18,12,8,3 +12,13698,4,female,suspected,2014-11-27,2015-05-28,13,9,4 +13,13976,67,male,suspected,2014-10-20,2016-06-26,14,8,3 +14,14123,83,male,NA,NA,2015-08-26,15,9,1 +15,12320,66,male,NA,2014-11-12,2015-01-25,16,9,8 +16,13358,62,NA,suspected,NA,2015-01-17,17,9,8 +17,13139,90,female,NA,NA,2015-02-27,18,9,7 +18,13810,50,male,NA,2014-11-16,2015-09-25,19,9,0 +19,13670,13,male,NA,2014-05-29,2015-06-14,20,9,3 +20,14566,12,female,suspected,2015-11-07,2015-10-07,21,8,11 +21,12323,21,female,confirmed,2015-02-26,2016-11-23,22,7,10 +22,14926,90,male,NA,2014-06-25,2015-07-04,23,9,2 +23,14029,59,male,suspected,NA,2015-02-24,24,9,7 +24,12596,97,female,suspected,2015-07-23,2014-08-28,25,10,1 +25,13828,29,female,confirmed,2014-03-14,2014-06-14,26,10,3 +26,14301,93,male,suspected,2014-05-22,2014-03-31,27,10,6 +27,14820,59,male,NA,2015-10-03,2015-03-29,28,9,6 +28,14413,27,male,NA,2014-08-14,2015-10-07,29,8,11 +29,13734,73,male,NA,2015-11-24,2015-07-09,30,9,2 +30,12616,24,male,NA,NA,2015-10-21,31,8,11 +31,13314,59,male,suspected,2014-07-28,2015-11-13,32,8,10 +32,14279,59,female,NA,2014-07-14,2016-06-02,33,8,3 +33,11967,32,female,suspected,NA,2015-04-08,34,9,5 +34,13654,62,male,NA,NA,2016-07-23,35,8,2 +35,13666,87,male,NA,NA,2015-02-28,36,9,7 +36,13056,0,male,NA,NA,2014-07-20,37,10,2 +37,14222,32,NA,confirmed,NA,2016-08-17,38,8,1 +38,13921,58,female,suspected,NA,2014-04-09,39,10,5 +39,13617,54,female,NA,2015-11-03,2015-01-31,40,9,8 +40,14751,39,female,NA,NA,2014-08-04,41,10,1 +41,13873,62,female,confirmed,NA,2014-03-29,42,10,6 +42,14387,77,female,NA,2014-11-04,2016-03-20,43,8,6 +43,13272,48,male,NA,NA,2014-08-08,44,10,1 +44,13856,41,female,NA,2015-02-26,2014-03-04,45,10,6 +45,12468,2,male,NA,NA,2016-04-22,46,8,5 +46,12547,48,female,NA,2015-03-08,2015-02-02,47,9,7 +47,14199,63,female,confirmed,2015-07-19,2016-04-16,48,8,5 +48,14997,22,male,suspected,2015-02-28,2015-11-03,49,8,10 +49,13641,36,male,NA,NA,2015-02-27,50,9,7 +50,13457,95,female,NA,NA,2016-09-30,51,8,0 +51,14016,55,female,NA,NA,2014-09-01,52,10,1 +52,12100,84,NA,NA,NA,2015-01-06,53,9,8 +53,13057,39,male,NA,NA,2014-07-15,54,10,2 +54,12922,9,male,suspected,2015-10-11,2014-06-07,55,10,3 +55,14153,9,male,suspected,NA,2015-12-21,56,8,9 +56,12645,10,female,confirmed,NA,2014-06-26,57,10,3 +57,12848,94,female,NA,NA,2015-04-12,58,9,5 +58,13343,28,male,NA,2015-05-07,2016-06-15,59,8,3 +59,14272,89,female,confirmed,2015-10-19,2015-01-30,60,9,8 +60,12445,67,female,suspected,2014-09-25,2014-08-10,61,10,1 +61,14238,52,female,confirmed,2014-06-04,2014-10-09,62,9,11 +62,12936,27,female,NA,2014-12-04,2014-04-24,63,10,5 +63,12921,8,female,suspected,2015-10-23,2015-08-28,64,9,1 +64,12816,81,female,NA,2015-12-08,2016-12-06,65,7,9 +65,12827,0,male,confirmed,2014-10-15,2014-07-22,66,10,2 +66,12657,35,male,suspected,2015-05-25,2015-09-26,67,9,0 +67,13143,98,male,confirmed,2014-12-16,2016-01-30,68,8,8 +68,13039,49,female,NA,NA,2014-03-12,69,10,6 +69,14252,69,female,NA,NA,2015-08-22,70,9,1 +70,14294,8,NA,NA,2014-12-13,2014-05-21,71,10,4 +71,12338,46,female,NA,2014-10-22,2015-02-10,72,9,7 +72,12772,11,male,suspected,2014-11-17,2016-07-02,73,8,2 +73,14420,45,female,suspected,2015-07-30,2014-08-03,74,10,1 +74,12547,37,male,NA,2015-06-16,2016-06-06,75,8,3 +75,14250,63,female,confirmed,NA,2015-05-18,76,9,4 +76,12274,78,female,NA,NA,2016-04-26,77,8,5 +77,14249,88,female,NA,2014-08-10,2016-01-16,78,8,8 +78,13017,55,female,NA,2015-05-19,2015-05-10,79,9,4 +79,12889,29,female,NA,2015-05-14,2015-12-26,80,8,9 +80,13592,13,female,NA,2015-02-18,2015-09-02,81,9,0 +81,12830,30,NA,NA,2015-03-17,2014-08-16,82,10,1 +82,14004,13,female,confirmed,NA,2016-05-17,83,8,4 +83,12705,53,female,NA,NA,2015-06-15,84,9,3 +84,13105,85,female,suspected,2014-07-03,2014-08-19,85,10,1 +85,14539,12,male,NA,2015-09-01,2014-08-25,86,10,1 +86,12822,99,male,suspected,2014-07-04,2015-12-02,87,8,9 +87,13097,80,female,NA,NA,2014-09-27,88,10,0 +88,12770,44,NA,confirmed,2015-05-25,2015-02-17,89,9,7 +89,14197,39,female,NA,2014-06-11,2014-07-15,90,10,2 +90,14131,77,female,confirmed,2015-04-20,2014-06-04,91,10,3 +91,12353,75,NA,confirmed,NA,2016-02-17,92,8,7 +92,14194,59,male,suspected,2014-09-03,2016-06-03,93,8,3 +93,14828,100,female,confirmed,NA,2014-06-04,94,10,3 +94,11927,5,male,confirmed,2015-11-20,2015-06-12,95,9,3 +95,12829,53,female,suspected,2015-07-19,2015-11-25,96,8,10 +96,13959,50,female,NA,NA,2014-11-23,97,9,10 +97,14223,53,NA,confirmed,2014-03-24,2016-07-05,98,8,2 +98,12964,15,female,NA,NA,2016-09-18,99,8,0 +99,12543,89,female,NA,2014-12-22,2014-08-28,100,10,1 +100,14877,5,female,suspected,NA,2015-02-25,101,9,7 +101,12985,64,male,NA,2015-02-25,2014-01-04,102,10,8 +102,13859,76,male,confirmed,NA,2014-12-06,103,9,9 +103,12964,54,male,NA,2015-06-24,2014-07-16,104,10,2 +104,13847,84,female,NA,2014-08-06,2014-06-08,105,10,3 +105,14540,43,male,NA,2015-08-20,2014-07-26,106,10,2 +106,14764,70,male,suspected,2014-11-18,2014-10-27,107,9,11 +107,12625,67,male,NA,2015-06-19,2015-02-07,108,9,7 +108,13221,93,male,confirmed,NA,2014-11-13,109,9,10 +109,13140,0,male,NA,2015-03-07,2015-05-14,110,9,4 +110,13192,93,female,NA,2015-07-30,2014-08-17,111,10,1 +111,11925,61,female,NA,2015-11-25,2016-09-02,112,8,0 +112,14280,29,NA,confirmed,NA,2015-08-04,113,9,1 +113,13684,88,male,NA,2015-04-19,2014-07-10,114,10,2 +114,12452,62,male,NA,2015-08-13,2016-05-15,115,8,4 +115,12545,38,female,NA,NA,2015-08-26,116,9,1 +116,13526,53,NA,NA,NA,2015-02-28,117,9,7 +117,14884,75,NA,suspected,2015-04-28,2014-11-23,118,9,10 +118,12170,63,female,suspected,2015-05-10,2015-06-19,119,9,3 +119,11915,6,female,confirmed,2014-03-22,2014-06-23,120,10,3 +120,13978,56,male,NA,2014-03-07,2016-10-17,121,7,11 +121,12913,42,male,NA,NA,2015-02-01,122,9,7 +122,12405,50,female,NA,2015-07-15,2015-01-02,123,9,8 +123,12769,79,male,NA,2015-09-25,2016-10-25,124,7,11 +124,11969,77,male,confirmed,NA,2014-11-23,125,9,10 +125,14541,49,male,suspected,NA,2014-04-23,126,10,5 +126,13555,50,male,suspected,2015-04-14,2014-08-30,127,10,1 +127,12265,96,female,confirmed,2015-09-19,2015-07-31,128,9,2 +128,13471,90,female,confirmed,NA,2014-06-02,129,10,3 +129,13100,67,male,confirmed,2014-12-26,2016-04-12,130,8,5 +130,12817,98,male,NA,NA,2014-06-24,131,10,3 +131,13934,99,male,NA,2014-07-08,2015-06-28,132,9,3 +132,13481,0,male,NA,2014-07-28,2015-12-21,133,8,9 +133,12648,89,female,NA,NA,2014-06-25,134,10,3 +134,12933,24,male,NA,2015-06-26,2016-01-15,135,8,8 +135,12746,82,male,NA,NA,2014-11-11,136,9,10 +136,14705,33,male,suspected,NA,2016-05-05,137,8,4 +137,12526,92,female,confirmed,2015-09-20,2014-10-25,138,9,11 +138,14181,44,male,NA,2014-08-30,2014-07-07,139,10,2 +139,12405,28,female,suspected,NA,2014-07-21,140,10,2 +140,12059,71,female,confirmed,NA,2015-01-06,141,9,8 +141,13976,42,female,confirmed,2014-06-06,2015-05-01,142,9,5 +142,12308,77,male,confirmed,2015-12-10,2015-09-27,143,9,0 +143,14193,33,female,suspected,NA,2014-04-03,144,10,5 +144,13887,24,female,suspected,2014-08-29,2016-12-02,145,7,9 +145,14375,4,female,NA,NA,2014-08-21,146,10,1 +146,12268,75,female,suspected,2015-02-27,2015-03-23,147,9,6 +147,13850,18,NA,suspected,NA,2016-06-18,148,8,3 +148,12348,61,NA,NA,2015-01-03,2016-06-08,149,8,3 +149,12350,94,male,NA,2015-06-09,2016-08-12,150,8,1 +150,12845,49,female,suspected,2014-09-12,2015-01-16,151,9,8 +151,14091,19,female,suspected,NA,2015-07-11,152,9,2 +152,13965,97,male,suspected,2015-07-16,2014-06-16,153,10,3 +153,13377,13,female,NA,NA,2016-08-18,154,8,1 +154,12006,47,female,confirmed,NA,2014-09-13,155,10,0 +155,14133,18,female,suspected,2014-04-21,2014-09-16,156,10,0 +156,12816,1,male,NA,2014-08-25,2014-11-25,157,9,10 +157,12892,97,male,confirmed,2015-02-24,2016-09-22,158,8,0 +158,13239,17,male,confirmed,2015-09-05,2015-07-02,159,9,3 +159,14177,92,male,suspected,2015-11-29,2014-08-13,160,10,1 +160,13008,64,female,NA,NA,2015-05-09,161,9,4 +161,14985,88,male,confirmed,2014-06-20,2015-02-26,162,9,7 +162,13323,80,male,NA,NA,2016-07-02,163,8,2 +163,12603,81,male,confirmed,NA,2015-08-31,164,9,1 +164,13529,6,male,NA,NA,2014-11-03,165,9,10 +165,14203,100,male,confirmed,2015-04-10,2016-12-04,166,7,9 +166,13399,98,male,NA,NA,2014-07-21,167,10,2 +167,12466,75,male,suspected,2015-01-24,2015-11-01,168,8,11 +168,14868,48,female,confirmed,2015-06-10,2014-07-27,169,10,2 +169,13685,7,female,suspected,NA,2014-07-18,170,10,2 +170,14425,68,male,NA,NA,2015-04-15,171,9,5 +171,12555,61,female,confirmed,2014-11-28,2015-07-29,172,9,2 +172,13477,50,male,confirmed,NA,2016-08-08,173,8,1 +173,12412,33,female,suspected,NA,2014-05-28,174,10,4 +174,12211,12,male,NA,2015-09-06,2014-11-27,175,9,10 +175,14945,4,male,NA,2014-11-06,2016-05-20,176,8,4 +176,14626,63,male,NA,NA,2015-02-03,177,9,7 +177,14066,22,female,suspected,2014-08-26,2014-07-20,178,10,2 +178,12836,82,male,suspected,NA,2015-11-15,179,8,10 +179,14890,12,NA,suspected,NA,2015-07-26,180,9,2 +180,12308,24,male,confirmed,2014-05-24,2014-08-28,181,10,1 +181,13555,78,female,confirmed,2014-05-29,2014-10-16,182,9,11 +182,13839,67,female,NA,2014-06-30,2014-06-07,183,10,3 +183,14531,80,female,NA,2014-02-07,2014-06-30,184,10,3 +184,12417,73,male,confirmed,2014-07-08,2015-07-26,185,9,2 +185,14432,14,male,confirmed,2014-09-09,2014-10-09,186,9,11 +186,14478,80,NA,NA,NA,2014-11-30,187,9,10 +187,12030,49,female,NA,2015-05-03,2014-12-07,188,9,9 +188,14900,73,male,NA,NA,2014-07-18,189,10,2 +189,14068,61,female,suspected,2014-07-14,2015-04-02,190,9,6 +190,11909,55,female,NA,2014-09-03,2015-12-15,191,8,9 +191,12304,76,male,suspected,2014-10-24,2014-10-15,192,9,11 +192,12864,85,female,NA,NA,2016-07-15,193,8,2 +193,12147,94,NA,suspected,2014-05-30,2015-05-02,194,9,5 +194,13764,34,male,confirmed,NA,2015-08-20,195,9,1 +195,12922,97,female,NA,2015-02-10,2014-11-17,196,9,10 +196,13209,32,female,suspected,NA,2016-01-12,197,8,8 +197,13572,69,female,NA,2015-07-23,2014-12-03,198,9,9 +198,14585,85,female,confirmed,2014-10-11,2015-05-01,199,9,5 +199,12834,34,female,NA,2015-01-27,2015-05-15,200,9,4 +200,14335,56,male,NA,2015-01-09,2014-12-18,201,9,9 +201,12217,54,male,NA,NA,2014-01-03,202,10,8 +202,12033,100,male,confirmed,2015-06-10,2016-02-06,203,8,7 +203,13244,45,male,suspected,2015-09-09,2015-11-18,204,8,10 +204,14016,72,female,NA,2015-07-02,2014-11-01,206,9,10 +205,14560,31,female,NA,NA,2016-04-02,207,8,5 +206,14206,29,male,suspected,NA,2015-05-15,208,9,4 +207,14288,24,female,confirmed,NA,2016-12-03,209,7,9 +208,14979,62,female,confirmed,2015-09-30,2014-04-14,210,10,5 +209,12748,65,female,confirmed,2014-09-26,2015-05-23,211,9,4 +210,12460,70,NA,confirmed,NA,2015-02-07,212,9,7 +211,14357,92,female,NA,NA,2015-05-18,213,9,4 +212,13116,20,male,NA,2015-05-03,2016-03-26,214,8,6 +213,12971,65,male,confirmed,NA,2014-03-04,215,10,6 +214,13873,99,female,NA,2014-04-12,2016-11-13,216,7,10 +215,14228,83,male,NA,2014-12-07,2015-06-02,217,9,4 +216,13861,81,male,suspected,2014-05-16,2015-03-14,218,9,6 +217,13730,18,female,NA,2015-04-28,2016-09-25,219,8,0 +218,14495,63,female,NA,NA,2014-06-19,220,10,3 +219,12325,39,female,suspected,2015-06-08,2015-09-24,221,9,0 +220,14044,31,male,NA,2015-02-11,2015-11-15,222,8,10 +221,11978,16,male,confirmed,NA,2015-01-19,223,9,8 +222,12495,28,female,NA,2014-09-20,2015-06-30,224,9,3 +223,13883,53,female,suspected,NA,2015-10-27,225,8,11 +224,14476,21,male,suspected,2015-07-01,2014-12-27,226,9,9 +225,12247,44,male,suspected,2014-10-30,2016-10-11,227,7,11 +226,13992,89,female,NA,2015-09-07,2016-03-13,228,8,6 +227,14752,7,male,NA,NA,2015-10-24,229,8,11 +228,14701,48,male,NA,NA,2014-06-15,230,10,3 +229,13094,84,male,confirmed,NA,2015-02-09,231,9,7 +230,14404,29,female,suspected,2015-10-18,2014-03-30,232,10,6 +231,12081,77,female,confirmed,NA,2015-02-06,233,9,7 +232,14444,26,female,confirmed,NA,2016-02-16,234,8,7 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+252,12447,93,female,NA,2014-07-12,2015-08-26,254,9,1 +253,13956,28,male,confirmed,2015-10-23,2016-02-27,255,8,7 +254,14370,43,female,confirmed,2014-11-19,2015-07-04,256,9,2 +255,14749,10,female,confirmed,NA,2014-12-25,257,9,9 +256,13400,61,female,suspected,2014-02-05,2015-08-11,258,9,1 +257,13828,54,male,NA,2014-03-09,2015-03-02,259,9,7 +258,13650,7,male,NA,2014-03-18,2016-09-23,260,8,0 +259,14903,50,male,NA,2014-03-28,2015-08-24,261,9,1 +260,14836,8,female,NA,NA,2015-08-13,262,9,1 +261,12342,99,female,confirmed,2014-03-09,2014-08-26,263,10,1 +262,14090,2,female,NA,2014-07-24,2016-05-25,264,8,4 +263,13424,56,male,NA,NA,2014-06-15,265,10,3 +264,13284,67,female,suspected,NA,2015-07-15,266,9,2 +265,12950,0,female,confirmed,2015-10-15,2014-12-04,267,9,9 +266,13250,65,female,suspected,2014-05-24,2016-03-09,268,8,6 +267,13997,2,NA,NA,NA,2014-08-15,269,10,1 +268,12242,36,male,NA,2014-11-16,2016-03-09,270,8,6 +269,14493,61,male,suspected,2014-06-28,2015-04-03,271,9,5 +270,13970,72,male,suspected,2015-11-28,2015-07-30,272,9,2 +271,12963,38,female,confirmed,NA,2016-04-10,273,8,5 +272,13661,44,female,suspected,NA,2014-10-17,274,9,11 +273,12350,95,female,suspected,2015-03-08,2015-12-01,275,8,10 +274,14243,60,male,suspected,NA,2016-02-11,276,8,7 +275,12543,51,female,NA,2014-10-04,2016-09-09,277,8,0 +276,13132,85,male,NA,2014-08-29,2015-01-28,278,9,8 +277,14298,89,NA,confirmed,NA,2016-02-29,279,8,7 +278,14230,11,female,confirmed,NA,2014-07-02,280,10,3 +279,14201,30,male,NA,2015-04-13,2015-06-15,281,9,3 +280,14876,60,male,suspected,NA,2015-05-20,282,9,4 +281,12889,79,female,confirmed,NA,2015-06-07,283,9,3 +282,14044,71,male,NA,2015-02-12,2014-02-07,284,10,7 +283,14276,90,female,suspected,NA,2015-07-05,285,9,2 +284,12847,19,male,NA,NA,2015-12-08,286,8,9 +285,11925,43,NA,suspected,2014-04-04,2015-05-04,287,9,4 +286,14705,1,male,NA,NA,2014-05-31,288,10,4 +287,12803,28,female,confirmed,2015-01-18,2014-10-20,289,9,11 +288,12456,NA,male,NA,2014-10-29,2014-12-05,290,9,9 +289,13910,59,female,confirmed,2014-09-20,2014-05-24,291,10,4 +290,14403,84,male,confirmed,2015-10-20,2014-09-03,292,10,0 +291,12238,6,male,suspected,NA,2014-10-13,293,9,11 +292,14111,35,male,NA,NA,2015-03-30,294,9,6 +293,13806,26,male,suspected,2015-02-20,2015-06-22,295,9,3 +294,12145,15,female,NA,2014-03-30,2015-07-11,296,9,2 +295,13892,24,female,NA,2015-01-10,2015-05-23,297,9,4 +296,12015,48,female,suspected,2015-02-09,2014-12-05,298,9,9 +297,12172,NA,male,NA,2014-06-08,2014-07-13,299,10,2 +298,12080,99,male,suspected,2015-10-29,2016-03-27,300,8,6 +299,12698,53,male,confirmed,2014-11-25,2016-01-02,301,8,8 +300,14238,17,male,confirmed,2014-03-10,2016-10-21,302,7,11 +301,12198,71,male,suspected,2015-08-05,2016-08-25,303,8,1 +302,12320,65,male,suspected,NA,2015-02-08,304,9,7 +303,12644,57,NA,suspected,2015-05-16,2015-08-10,305,9,1 +304,14129,30,female,suspected,NA,2015-09-12,306,9,0 +305,13086,53,female,NA,2014-07-30,2014-12-07,307,9,9 +306,12107,74,female,NA,2014-04-15,2015-03-28,308,9,6 +307,13851,81,male,confirmed,2015-03-05,2016-09-05,309,8,0 +308,13851,7,female,confirmed,2014-11-25,2015-06-14,310,9,3 +309,14949,51,male,NA,2015-05-29,2014-07-14,311,10,2 +310,14359,88,female,NA,NA,2015-04-01,312,9,6 +311,14971,21,male,NA,NA,2015-10-10,313,8,11 +312,14579,53,male,NA,NA,2014-12-21,314,9,9 +313,13041,19,female,suspected,NA,2014-06-20,315,10,3 +314,13587,71,female,NA,NA,2015-01-05,316,9,8 +315,13005,9,female,NA,2014-03-23,2015-11-22,317,8,10 +316,13309,57,male,NA,NA,2014-05-13,318,10,4 +317,14174,94,male,NA,NA,2015-06-10,319,9,3 +318,14364,97,NA,NA,2014-08-05,2016-03-30,320,8,6 +319,13784,68,male,NA,2015-05-17,2016-05-03,321,8,4 +320,11904,92,male,suspected,2014-08-15,2015-05-09,322,9,4 +321,14229,93,female,NA,2015-03-19,2015-02-26,323,9,7 +322,13260,57,female,NA,NA,2015-12-01,324,8,10 +323,12460,87,NA,NA,2014-10-17,2015-06-17,325,9,3 +324,14340,2,female,NA,NA,2015-09-25,326,9,0 +325,12162,41,female,suspected,NA,2014-08-26,327,10,1 +326,13742,18,male,NA,2014-09-08,2015-09-03,328,9,0 +327,14848,35,female,NA,NA,2015-06-18,329,9,3 +328,12609,79,NA,confirmed,NA,2015-08-21,330,9,1 +329,13966,41,female,confirmed,NA,2015-11-21,331,8,10 +330,14701,48,male,NA,2015-07-10,2014-03-23,332,10,6 +331,13801,8,male,suspected,NA,2015-07-21,333,9,2 +332,13945,45,NA,confirmed,2015-10-27,2015-04-12,334,9,5 +333,14552,99,male,suspected,2015-08-29,2015-05-03,335,9,4 +334,13633,51,male,NA,2015-02-07,2015-09-12,336,9,0 +335,14056,82,female,NA,2015-11-01,2016-11-05,337,7,10 +336,14793,4,female,NA,NA,2015-03-01,338,9,7 +337,13690,91,male,NA,2015-08-10,2016-05-16,339,8,4 +338,13514,13,male,confirmed,2015-08-03,2016-09-09,340,8,0 +339,13221,26,male,NA,2015-04-05,2014-06-09,341,10,3 +340,13146,64,male,NA,NA,2016-08-13,342,8,1 +341,13807,41,female,suspected,NA,2015-08-07,343,9,1 +342,13668,55,female,suspected,2014-04-22,2014-12-15,344,9,9 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+580,13786,54,male,NA,NA,2014-06-16,583,10,3 +581,14305,89,female,suspected,NA,2015-08-26,584,9,1 +582,12023,77,male,suspected,NA,2015-04-22,585,9,5 +583,14158,61,female,NA,2014-10-11,2015-04-19,586,9,5 +584,12410,75,male,confirmed,NA,2015-06-09,587,9,3 +585,12618,72,female,NA,2014-06-03,2015-12-17,588,8,9 +586,12109,12,female,NA,2015-09-03,2014-11-05,589,9,10 +587,13404,67,male,NA,2014-09-23,2014-08-09,590,10,1 +588,13527,40,male,NA,NA,2014-05-19,591,10,4 +589,13558,45,female,NA,2015-07-12,2016-06-28,592,8,3 +590,14781,92,female,NA,2015-11-08,2014-12-20,593,9,9 +591,14291,77,male,NA,2015-06-20,2016-11-02,594,7,10 +592,12544,95,male,suspected,NA,2014-11-17,595,9,10 +593,13739,29,NA,confirmed,NA,2014-12-06,596,9,9 +594,12503,66,male,confirmed,2015-04-05,2016-02-13,597,8,7 +595,13045,93,male,NA,2015-11-04,2014-12-04,598,9,9 +596,12682,97,female,suspected,NA,2014-11-20,599,9,10 +597,12374,81,male,confirmed,2015-01-31,2016-06-04,600,8,3 +598,12219,7,NA,NA,NA,2015-07-26,601,9,2 +599,14643,83,male,NA,NA,2015-03-18,602,9,6 +600,13101,62,male,confirmed,2015-07-13,2014-07-28,603,10,2 +601,12765,65,female,suspected,NA,2015-07-10,604,9,2 +602,14860,82,female,suspected,2014-10-14,2014-07-21,605,10,2 +603,14480,67,male,NA,NA,2015-05-18,606,9,4 +604,14826,25,NA,NA,2015-05-01,2014-03-26,607,10,6 +605,14760,78,female,suspected,NA,2014-10-07,608,9,11 +606,14976,73,male,suspected,2014-09-19,2014-12-13,609,9,9 +607,13697,75,male,suspected,2014-02-25,2014-05-17,610,10,4 +608,13942,0,male,NA,NA,2015-04-21,611,9,5 +609,12345,85,female,NA,2015-05-22,2014-07-16,612,10,2 +610,12968,50,female,suspected,NA,2014-07-16,613,10,2 +611,14494,42,female,NA,2015-05-23,2015-10-19,614,8,11 +612,12494,32,male,NA,NA,2015-07-23,615,9,2 +613,12352,80,male,suspected,2014-10-25,2014-04-10,616,10,5 +614,12240,51,male,suspected,2015-05-27,2015-03-10,617,9,6 +615,14253,99,NA,NA,2015-04-01,2014-11-30,618,9,10 +616,14395,41,NA,suspected,NA,2016-04-30,619,8,5 +617,13708,11,male,suspected,2014-03-07,2014-04-06,620,10,5 +618,14406,70,male,NA,NA,2015-03-27,621,9,6 +619,13855,66,female,suspected,2014-03-26,2014-06-19,622,10,3 +620,14890,20,female,NA,NA,2014-06-29,623,10,3 +621,14606,6,female,NA,2015-04-05,2016-07-08,624,8,2 +622,12562,22,female,NA,2015-04-23,2014-06-12,625,10,3 +623,12797,55,male,NA,2014-12-15,2016-08-29,626,8,1 +624,12355,53,male,suspected,2015-06-24,2016-09-04,627,8,0 +625,14091,97,male,NA,NA,2014-08-09,628,10,1 +626,13201,38,male,NA,NA,2015-07-01,629,9,3 +627,13328,46,male,suspected,NA,2014-10-28,630,9,11 +628,12407,57,female,confirmed,NA,2016-05-26,631,8,4 +629,14675,46,NA,NA,2015-07-16,2016-07-07,632,8,2 +630,13808,87,female,NA,2015-04-18,2014-07-15,633,10,2 +631,13309,25,male,NA,2014-06-21,2014-11-28,634,9,10 +632,14415,57,female,NA,NA,2015-06-06,635,9,3 +633,14948,51,female,NA,2015-04-09,2015-11-07,636,8,10 +634,12096,4,female,confirmed,NA,2015-01-28,637,9,8 +635,13714,45,female,NA,NA,2015-08-11,638,9,1 +636,14225,91,male,suspected,2014-07-27,2016-02-16,639,8,7 +637,14589,67,male,confirmed,NA,2014-10-01,640,10,0 +638,14713,99,male,NA,NA,2014-09-22,641,10,0 +639,11908,37,male,suspected,2015-03-16,2015-04-18,642,9,5 +640,12383,30,female,NA,NA,2014-08-27,643,10,1 +641,13391,0,male,confirmed,NA,2014-05-27,644,10,4 +642,14670,55,female,NA,2015-04-18,2016-05-30,645,8,4 +643,13982,22,male,NA,2015-04-15,2015-04-29,646,9,5 +644,13086,68,female,NA,NA,2015-03-10,647,9,6 +645,14373,NA,male,NA,2014-07-29,2015-04-03,648,9,5 +646,13408,72,NA,confirmed,2015-09-08,2015-04-20,649,9,5 +647,12223,35,male,NA,NA,2015-05-13,650,9,4 +648,13697,67,NA,confirmed,2014-07-31,2015-05-21,651,9,4 +649,12094,60,male,NA,NA,2016-01-30,652,8,8 +650,13571,94,male,confirmed,2014-07-12,2014-05-05,653,10,4 +651,14390,12,female,confirmed,NA,2014-08-20,654,10,1 +652,14212,65,female,NA,2015-09-25,2014-09-21,655,10,0 +653,12966,12,female,NA,2014-03-06,2015-07-14,656,9,2 +654,12370,55,female,suspected,2015-12-10,2016-03-26,657,8,6 +655,13582,13,female,NA,NA,2015-12-30,658,8,9 +656,12440,47,male,NA,NA,2015-12-09,659,8,9 +657,12119,23,female,NA,2015-08-08,2014-02-10,660,10,7 +658,14103,39,female,confirmed,2014-04-10,2015-08-17,661,9,1 +659,12804,42,male,NA,2015-01-28,2015-08-23,662,9,1 +660,13712,65,female,NA,NA,2014-03-09,663,10,6 +661,13352,39,NA,confirmed,2014-08-03,2014-07-09,664,10,2 +662,12565,40,male,suspected,2015-10-24,2015-04-05,665,9,5 +663,12596,90,female,NA,NA,2014-10-26,666,9,11 +664,14781,68,NA,confirmed,2015-10-17,2015-07-28,667,9,2 +665,13529,89,NA,NA,NA,2014-11-05,668,9,10 +666,13559,7,male,suspected,NA,2015-09-24,669,9,0 +667,14369,45,male,NA,2014-02-19,2015-09-01,670,9,1 +668,12979,82,male,confirmed,2014-11-26,2015-03-10,671,9,6 +669,13213,93,NA,NA,NA,2016-06-28,672,8,3 +670,12971,29,male,confirmed,2014-03-04,2014-06-22,673,10,3 +671,12794,6,male,NA,NA,2016-04-12,674,8,5 +672,13778,13,NA,NA,2015-04-01,2014-04-12,675,10,5 +673,14323,63,female,NA,2014-09-22,2014-12-31,676,9,9 +674,12417,81,female,NA,NA,2014-03-21,677,10,6 +675,13364,46,male,suspected,2015-12-01,2015-04-20,678,9,5 +676,14370,95,female,NA,2014-03-30,2015-08-08,679,9,1 +677,13773,60,female,confirmed,NA,2014-03-28,680,10,6 +678,13588,30,female,confirmed,2015-08-19,2015-04-21,681,9,5 +679,12874,29,female,confirmed,NA,2016-10-19,682,7,11 +680,12756,32,male,NA,2015-10-28,2015-05-01,683,9,5 +681,14451,68,female,NA,NA,2014-12-10,684,9,9 +682,14601,60,male,suspected,2015-01-28,2016-08-27,685,8,1 +683,13310,0,male,confirmed,2015-04-15,2015-01-09,686,9,8 +684,13163,83,female,suspected,2014-03-29,2014-02-04,687,10,7 +685,12497,88,NA,NA,2014-12-15,2016-08-22,688,8,1 +686,14431,65,male,NA,2015-02-15,2015-07-04,689,9,2 +687,12988,61,male,confirmed,NA,2015-09-01,690,9,1 +688,14732,84,female,confirmed,2014-02-25,2015-02-20,691,9,7 +689,13375,77,female,NA,2014-09-29,2015-01-24,692,9,8 +690,13763,63,male,NA,NA,2014-10-21,693,9,11 +691,11923,13,male,NA,2014-12-16,2014-10-19,694,9,11 +692,11977,52,female,suspected,NA,2015-10-30,695,8,11 +693,12829,93,NA,NA,2014-09-24,2016-11-08,696,7,10 +694,12694,24,female,NA,NA,2015-07-29,697,9,2 +695,12835,32,male,NA,2014-07-20,2015-07-16,698,9,2 +696,13402,50,female,confirmed,2015-06-28,2014-09-03,699,10,0 +697,13807,75,male,suspected,NA,2016-03-09,700,8,6 +698,14544,27,female,NA,NA,2014-07-13,701,10,2 +699,14674,83,male,NA,2015-01-19,2016-11-22,702,7,10 +700,12318,11,female,confirmed,NA,2015-01-09,703,9,8 +701,12521,40,female,NA,2015-07-11,2015-02-03,704,9,7 +702,14196,84,male,NA,NA,2014-09-26,705,10,0 +703,12463,31,male,NA,NA,2015-07-28,706,9,2 +704,14689,40,male,NA,2014-04-28,2014-12-09,707,9,9 +705,13977,63,female,confirmed,2015-08-24,2015-06-27,708,9,3 +706,14519,62,male,NA,NA,2016-01-15,709,8,8 +707,14259,84,female,NA,2014-11-27,2014-11-12,710,9,10 +708,13482,75,male,suspected,NA,2015-06-14,711,9,3 +709,14995,33,male,NA,2015-10-13,2015-05-03,712,9,4 +710,14010,100,female,NA,2014-12-24,2014-12-07,713,9,9 +711,12867,54,male,confirmed,2015-03-11,2014-08-08,714,10,1 +712,12934,50,male,NA,NA,2016-07-23,715,8,2 +713,13038,53,female,suspected,2015-04-01,2016-08-10,716,8,1 +714,12787,90,NA,suspected,NA,2014-09-19,717,10,0 +715,13577,NA,female,NA,2015-02-21,2015-07-26,718,9,2 +716,12140,73,female,NA,NA,2015-08-21,719,9,1 +717,13463,31,male,suspected,2015-02-28,2015-05-07,720,9,4 +718,13722,13,female,NA,NA,2016-12-06,721,7,9 +719,12806,48,female,suspected,NA,2015-04-16,722,9,5 +720,14805,2,male,suspected,2014-09-14,2015-03-21,723,9,6 +721,14422,99,male,confirmed,2014-11-18,2014-08-07,724,10,1 +722,13439,43,male,NA,NA,2014-04-03,725,10,5 +723,14856,57,male,confirmed,NA,2014-07-26,726,10,2 +724,12034,1,male,NA,2015-07-21,2015-05-14,727,9,4 +725,13968,61,female,confirmed,2014-08-05,2016-04-06,728,8,5 +726,12245,4,NA,NA,2014-01-06,2015-03-18,729,9,6 +727,13137,24,female,NA,NA,2015-05-18,730,9,4 +728,13789,45,female,confirmed,NA,2016-02-15,731,8,7 +729,14909,50,male,NA,2015-06-15,2016-11-01,732,7,10 +730,14319,26,male,NA,2015-01-21,2015-05-11,733,9,4 +731,13697,33,female,suspected,2015-01-26,2014-12-16,734,9,9 +732,12928,21,male,NA,2015-03-15,2014-03-20,735,10,6 +733,12122,12,male,suspected,2014-11-25,2015-05-09,736,9,4 +734,14166,4,female,suspected,2015-02-12,2016-09-03,737,8,0 +735,12538,27,female,NA,2015-12-08,2014-10-27,738,9,11 +736,14898,88,male,NA,NA,2016-09-17,739,8,0 +737,13001,14,male,NA,2014-01-09,2016-09-11,740,8,0 +738,12382,98,female,NA,NA,2014-06-20,741,10,3 +739,12964,25,male,confirmed,2015-01-17,2015-06-18,742,9,3 +740,14066,64,female,NA,2015-06-30,2015-02-26,743,9,7 +741,13671,17,male,suspected,NA,2014-07-07,744,10,2 +742,14839,51,female,NA,2014-04-06,2014-07-14,745,10,2 +743,12852,19,female,suspected,2015-06-26,2015-12-25,746,8,9 +744,14812,3,female,suspected,2014-04-16,2015-07-12,747,9,2 +745,13762,41,male,suspected,NA,2016-09-05,748,8,0 +746,12391,4,male,NA,2015-10-23,2014-07-12,749,10,2 +747,12300,23,female,suspected,2015-11-15,2016-07-17,750,8,2 +748,14405,75,male,NA,2015-07-31,2016-12-04,751,7,9 +749,13287,74,female,NA,2015-08-28,2014-08-26,752,10,1 +750,13969,65,female,NA,2014-03-10,2015-03-23,753,9,6 +751,14615,23,female,confirmed,2014-11-23,2015-05-10,754,9,4 +752,13730,43,female,NA,2014-12-28,2015-02-21,755,9,7 +753,13985,36,male,confirmed,NA,2016-07-20,756,8,2 +754,13037,1,male,confirmed,2015-03-10,2016-02-16,757,8,7 +755,13613,77,male,NA,2015-01-09,2015-12-26,758,8,9 +756,12744,47,female,suspected,NA,2016-08-22,759,8,1 +757,14675,19,female,confirmed,2015-01-03,2014-11-30,760,9,10 +758,13895,88,male,NA,2015-11-05,2016-09-13,761,8,0 +759,14199,19,NA,suspected,2015-05-27,2014-10-08,762,9,11 +760,14008,100,male,confirmed,2014-05-05,2014-08-06,763,10,1 +761,14521,23,female,suspected,2014-07-22,2016-04-14,764,8,5 +762,14707,38,male,NA,2014-08-14,2015-03-11,765,9,6 +763,13663,8,male,NA,NA,2014-10-26,766,9,11 +764,13103,100,male,suspected,2014-10-20,2014-10-19,767,9,11 +765,13792,17,male,confirmed,NA,2014-12-21,768,9,9 +766,12798,37,female,NA,NA,2015-08-20,769,9,1 +767,12705,88,male,confirmed,NA,2015-04-23,770,9,5 +768,12845,80,male,suspected,2014-11-07,2015-01-24,771,9,8 +769,12067,59,female,NA,2014-06-26,2015-07-06,772,9,2 +770,13104,32,male,NA,NA,2014-12-28,773,9,9 +771,13876,99,male,confirmed,2014-07-18,2015-02-03,774,9,7 +772,13386,4,NA,suspected,NA,2016-01-16,775,8,8 +773,14425,16,male,NA,2015-09-03,2016-01-10,776,8,8 +774,14258,76,NA,suspected,NA,2016-11-25,777,7,10 +775,12146,59,female,suspected,NA,2015-07-15,778,9,2 +776,14219,74,male,NA,NA,2014-03-12,779,10,6 +777,11993,0,male,confirmed,NA,2014-09-09,780,10,0 +778,13085,31,male,NA,2014-07-12,2015-08-13,781,9,1 +779,14420,58,male,NA,NA,2015-02-02,782,9,7 +780,14803,1,female,suspected,2015-06-15,2015-08-23,783,9,1 +781,12304,56,female,NA,2014-07-23,2014-02-10,784,10,7 +782,12679,32,female,NA,2014-06-13,2015-05-30,785,9,4 +783,13343,22,NA,NA,NA,2015-10-15,786,8,11 +784,14192,91,NA,NA,2014-10-17,2014-07-21,787,10,2 +785,12149,72,female,NA,NA,2016-09-13,788,8,0 +786,11921,12,male,confirmed,NA,2015-08-17,789,9,1 +787,11927,31,male,NA,2014-02-25,2015-11-19,790,8,10 +788,13247,42,male,confirmed,NA,2015-12-04,791,8,9 +789,12445,2,NA,suspected,2014-10-30,2014-09-09,792,10,0 +790,12129,95,female,confirmed,NA,2015-03-09,793,9,6 +791,14270,64,male,suspected,2015-05-07,2016-02-19,794,8,7 +792,14889,35,male,NA,2015-10-12,2015-03-21,795,9,6 +793,12735,82,female,confirmed,2015-01-29,2014-12-06,796,9,9 +794,12204,54,female,confirmed,NA,2015-08-10,797,9,1 +795,14259,69,male,confirmed,2014-10-28,2014-03-05,798,10,6 +796,13931,5,male,NA,NA,2014-12-28,799,9,9 +797,12219,77,male,suspected,2015-01-18,2015-05-22,800,9,4 +798,12383,35,female,NA,2015-03-21,2014-12-29,801,9,9 +799,12686,37,female,suspected,NA,2016-09-10,802,8,0 +800,11967,36,NA,suspected,NA,2014-07-22,803,10,2 +801,13273,90,NA,NA,NA,2016-09-11,804,8,0 +802,11929,0,female,NA,NA,2015-04-26,805,9,5 +803,12132,54,male,NA,2014-12-17,2014-07-25,806,10,2 +804,14683,94,male,suspected,2015-03-02,2016-02-05,807,8,7 +805,12628,14,male,confirmed,NA,2015-12-16,808,8,9 +806,14830,49,female,NA,2015-03-13,2015-12-09,809,8,9 +807,14230,61,male,NA,2014-01-11,2014-09-08,810,10,0 +808,14141,99,male,suspected,2015-12-10,2014-06-21,811,10,3 +809,12766,7,NA,NA,NA,2015-07-08,812,9,2 +810,14733,23,female,NA,2014-09-29,2014-11-07,813,9,10 +811,11988,36,female,confirmed,2014-10-25,2014-12-08,814,9,9 +812,11918,59,male,suspected,2015-07-24,2014-06-26,815,10,3 +813,12265,63,female,suspected,2015-09-03,2015-07-19,816,9,2 +814,14275,60,female,confirmed,2014-03-29,2014-03-28,817,10,6 +815,12200,3,female,confirmed,2015-04-28,2016-03-24,818,8,6 +816,14002,46,male,NA,2015-03-31,2015-06-29,819,9,3 +817,14946,55,female,confirmed,2015-01-23,2014-11-09,820,9,10 +818,14738,34,male,NA,NA,2015-01-03,821,9,8 +819,12203,95,female,NA,2014-09-23,2014-05-25,822,10,4 +820,12241,50,male,suspected,2015-06-21,2014-02-23,823,10,7 +821,13636,24,male,suspected,2015-06-25,2014-09-20,824,10,0 +822,14568,89,female,NA,2015-11-16,2015-07-04,825,9,2 +823,13775,76,female,NA,2014-08-03,2015-11-01,826,8,11 +824,13936,80,female,NA,2015-02-16,2014-02-08,827,10,7 +825,13806,72,male,suspected,2015-11-12,2016-07-14,828,8,2 +826,14572,62,NA,confirmed,2014-06-05,2015-06-15,829,9,3 +827,13721,9,male,NA,2014-09-08,2016-04-26,830,8,5 +828,13398,86,male,NA,2015-09-28,2014-10-04,831,9,11 +829,13380,58,male,NA,2014-08-31,2016-10-16,832,7,11 +830,14576,65,NA,NA,NA,2014-10-04,833,9,11 +831,13285,23,male,suspected,2014-09-03,2016-07-19,834,8,2 +832,14713,65,female,NA,NA,2014-12-05,835,9,9 +833,14237,67,male,NA,2015-03-28,2014-04-10,836,10,5 +834,12327,54,female,NA,NA,2015-05-25,837,9,4 +835,14911,88,male,suspected,NA,2015-12-20,838,8,9 +836,12195,39,male,suspected,NA,2014-09-07,839,10,0 +837,12140,64,NA,suspected,2015-01-11,2016-09-28,840,8,0 +838,14026,51,male,NA,2014-11-22,2014-06-19,841,10,3 +839,12553,100,male,NA,2014-07-12,2015-05-30,842,9,4 +840,13440,8,male,confirmed,NA,2016-08-21,843,8,1 +841,13740,4,female,NA,2015-11-26,2015-08-04,844,9,1 +842,13458,73,male,NA,2015-01-13,2015-07-11,845,9,2 +843,14462,97,female,NA,2015-02-10,2014-10-07,846,9,11 +844,12490,21,female,NA,2015-07-31,2014-07-25,847,10,2 +845,13196,20,female,NA,NA,2015-06-19,848,9,3 +846,12182,46,male,NA,NA,2016-08-22,849,8,1 +847,12650,41,male,confirmed,2015-03-17,2015-01-28,850,9,8 +848,12013,48,female,confirmed,NA,2016-10-29,851,7,11 +849,12175,13,female,NA,2014-08-08,2014-07-19,852,10,2 +850,14853,28,female,suspected,2014-01-03,2015-08-13,853,9,1 +851,13333,78,female,confirmed,2015-08-07,2015-04-26,854,9,5 +852,14213,78,male,confirmed,2014-06-03,2014-07-11,855,10,2 +853,12156,72,male,suspected,2014-09-11,2016-05-05,856,8,4 +854,11979,43,male,suspected,NA,2015-01-22,857,9,8 +855,11956,39,male,NA,NA,2014-02-21,858,10,7 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+1058,12230,80,female,NA,2014-11-08,2016-05-05,1061,8,4 +1059,12471,42,male,confirmed,NA,2015-02-03,1062,9,7 +1060,14997,20,NA,confirmed,2014-09-23,2014-11-22,1063,9,10 +1061,12128,28,male,NA,NA,2016-07-19,1064,8,2 +1062,13418,6,female,NA,NA,2016-05-12,1065,8,4 +1063,13638,69,female,confirmed,NA,2014-11-17,1066,9,10 +1064,14252,6,male,NA,2014-03-22,2016-03-19,1067,8,6 +1065,13929,73,NA,NA,NA,2015-11-25,1068,8,10 +1066,14955,78,male,suspected,2014-12-22,2015-02-08,1069,9,7 +1067,12316,19,female,suspected,NA,2016-09-17,1070,8,0 +1068,12621,10,male,NA,2015-07-07,2016-02-08,1071,8,7 +1069,13093,64,female,confirmed,2014-06-07,2015-06-21,1072,9,3 +1070,13474,13,female,NA,NA,2014-10-16,1073,9,11 +1071,13960,11,female,NA,NA,2015-01-05,1074,9,8 +1072,12011,91,male,NA,2015-02-26,2014-05-18,1075,10,4 +1073,12110,39,female,NA,2015-02-16,2015-08-02,1076,9,1 +1074,12312,88,male,NA,NA,2014-11-20,1077,9,10 +1075,13100,30,female,NA,NA,2015-08-29,1078,9,1 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+1094,14928,80,female,suspected,2014-10-12,2014-08-19,1097,10,1 +1095,14368,15,male,NA,2015-04-11,2014-11-22,1098,9,10 +1096,12249,14,female,NA,2015-04-04,2016-05-18,1099,8,4 +1097,12269,55,male,confirmed,NA,2015-09-05,1100,9,0 +1098,13405,42,male,NA,2014-04-17,2014-12-03,1101,9,9 +1099,14975,42,male,confirmed,2014-10-08,2014-09-03,1102,10,0 +1100,13096,NA,male,confirmed,2015-10-30,2014-09-16,1103,10,0 +1101,12705,31,male,suspected,NA,2014-12-17,1104,9,9 +1102,14717,53,male,NA,2014-10-07,2016-05-22,1105,8,4 +1103,12564,45,female,suspected,NA,2015-12-19,1106,8,9 +1104,13591,38,male,NA,NA,2016-02-06,1107,8,7 +1105,12404,87,female,NA,2015-01-19,2016-03-02,1108,8,6 +1106,14914,93,female,confirmed,NA,2016-04-05,1109,8,5 +1107,14677,53,NA,suspected,2014-09-03,2016-08-21,1110,8,1 +1108,13355,87,female,suspected,2015-10-12,2015-08-22,1111,9,1 +1109,14672,80,female,NA,2014-04-08,2016-05-27,1112,8,4 +1110,13869,36,male,confirmed,2014-10-22,2014-09-27,1113,10,0 +1111,12497,38,female,NA,2015-11-21,2015-10-30,1114,8,11 +1112,13935,75,male,suspected,NA,2015-11-12,1115,8,10 +1113,12259,94,female,NA,NA,2015-04-12,1116,9,5 +1114,14912,3,male,NA,NA,2014-09-03,1117,10,0 +1115,13931,53,male,NA,2015-08-13,2015-08-26,1118,9,1 +1116,14242,78,male,NA,2015-02-03,2014-04-24,1119,10,5 +1117,14883,32,male,confirmed,2015-01-11,2014-07-03,1120,10,2 +1118,13795,2,female,NA,2014-10-24,2014-12-28,1121,9,9 +1119,12051,7,female,NA,2014-04-28,2016-06-08,1122,8,3 +1120,12758,9,male,suspected,NA,2016-05-21,1123,8,4 +1121,12356,90,male,suspected,2015-11-23,2016-09-17,1124,8,0 +1122,12208,83,male,suspected,NA,2015-01-25,1125,9,8 +1123,12567,37,male,NA,2015-10-31,2014-06-13,1126,10,3 +1124,13780,84,male,confirmed,NA,2015-06-10,1127,9,3 +1125,14116,65,male,confirmed,NA,2016-06-26,1128,8,3 +1126,13450,85,male,confirmed,NA,2014-08-09,1129,10,1 +1127,13153,15,female,confirmed,2014-11-12,2016-03-16,1130,8,6 +1128,11973,3,male,suspected,2015-09-27,2014-04-11,1131,10,5 +1129,14865,66,female,NA,2015-12-02,2016-09-07,1132,8,0 +1130,13231,8,male,NA,NA,2015-01-20,1133,9,8 +1131,12526,39,female,NA,NA,2015-01-07,1134,9,8 +1132,13725,22,female,NA,2015-02-08,2014-09-05,1135,10,0 +1133,13969,8,male,confirmed,2014-05-03,2014-04-17,1136,10,5 +1134,13675,94,female,confirmed,NA,2015-03-05,1137,9,6 +1135,14049,59,male,NA,2015-06-21,2014-10-26,1138,9,11 +1136,12365,75,male,suspected,2014-08-09,2015-08-25,1139,9,1 +1137,12883,17,female,NA,NA,2015-01-02,1140,9,8 +1138,13171,19,female,NA,2015-03-23,2014-09-29,1141,10,0 +1139,12288,7,NA,confirmed,2014-06-16,2014-11-13,1142,9,10 +1140,14254,98,female,NA,NA,2015-01-22,1143,9,8 +1141,13003,50,female,NA,2014-06-08,2015-06-11,1144,9,3 +1142,12573,41,male,confirmed,2015-08-22,2014-11-17,1145,9,10 +1143,12186,68,female,NA,NA,2015-10-20,1146,8,11 +1144,13236,3,male,NA,2015-07-08,2016-11-28,1147,7,10 +1145,13660,70,female,confirmed,2015-03-12,2016-07-07,1148,8,2 +1146,14129,23,male,confirmed,NA,2015-03-22,1149,9,6 +1147,14024,1,female,NA,2015-10-28,2016-09-11,1150,8,0 +1148,11973,57,male,NA,NA,2014-12-23,1151,9,9 +1149,13050,61,female,confirmed,2015-05-21,2016-05-21,1152,8,4 +1150,14280,72,male,NA,2014-10-09,2014-12-18,1153,9,9 +1151,12820,69,NA,NA,2014-08-03,2016-01-04,1154,8,8 +1152,13741,88,male,confirmed,NA,2015-04-03,1155,9,5 +1153,13156,37,female,confirmed,NA,2016-05-30,1156,8,4 +1154,14521,1,female,suspected,NA,2015-08-21,1157,9,1 +1155,13271,55,male,NA,2014-03-19,2015-02-08,1158,9,7 +1156,12169,7,male,suspected,2014-02-21,2016-05-04,1159,8,4 +1157,13798,72,NA,suspected,2015-06-09,2015-01-31,1160,9,8 +1158,14014,88,NA,NA,NA,2014-07-17,1161,10,2 +1159,14352,19,male,NA,NA,2014-03-21,1162,10,6 +1160,12617,20,NA,NA,NA,2016-05-28,1163,8,4 +1161,13783,40,female,NA,2015-05-13,2014-06-09,1164,10,3 +1162,12322,96,female,suspected,2014-09-29,2016-02-24,1165,8,7 +1163,12427,64,female,confirmed,NA,2016-08-16,1166,8,1 +1164,14847,25,male,suspected,NA,2015-04-04,1167,9,5 +1165,12807,54,male,suspected,NA,2014-10-07,1168,9,11 +1166,14848,55,female,NA,2015-09-19,2015-07-31,1169,9,2 +1167,12938,99,male,confirmed,NA,2016-08-29,1170,8,1 +1168,12601,73,female,NA,NA,2015-03-01,1171,9,7 +1169,12342,79,female,confirmed,2015-05-09,2015-08-07,1172,9,1 +1170,12240,64,female,confirmed,2015-10-12,2014-12-24,1173,9,9 +1171,14727,18,male,confirmed,NA,2015-12-09,1174,8,9 +1172,13739,89,female,NA,2015-10-18,2015-08-15,1175,9,1 +1173,12402,97,male,NA,NA,2016-09-04,1176,8,0 +1174,13759,56,male,suspected,2014-07-04,2014-07-19,1177,10,2 +1175,12026,82,female,confirmed,NA,2015-11-25,1178,8,10 +1176,13640,57,NA,NA,2014-06-11,2015-05-22,1179,9,4 +1177,14665,47,male,NA,2015-08-09,2016-07-21,1180,8,2 +1178,11921,61,male,confirmed,NA,2016-08-09,1181,8,1 +1179,11921,52,male,suspected,2014-08-04,2015-03-18,1182,9,6 +1180,14725,84,male,suspected,NA,2015-06-22,1183,9,3 +1181,14443,96,male,NA,2014-02-18,2015-07-08,1184,9,2 +1182,13673,74,female,suspected,2014-03-22,2015-12-07,1185,8,9 +1183,14044,75,male,NA,2014-04-14,2015-04-19,1186,9,5 +1184,12348,15,male,suspected,2015-02-18,2016-05-09,1187,8,4 +1185,12867,50,male,NA,2014-11-30,2016-09-25,1188,8,0 +1186,13858,96,male,NA,2015-02-03,2015-03-29,1189,9,6 +1187,13938,53,NA,NA,NA,2015-06-20,1190,9,3 +1188,13465,25,NA,NA,NA,2014-03-19,1191,10,6 +1189,12875,15,female,NA,NA,2015-03-03,1192,9,6 +1190,13871,23,male,NA,2015-11-29,2014-10-12,1193,9,11 +1191,13711,45,female,confirmed,2015-10-26,2016-09-01,1194,8,0 +1192,13731,36,male,suspected,NA,2015-11-11,1195,8,10 +1193,12432,86,female,NA,2014-05-19,2015-08-08,1196,9,1 +1194,13747,77,male,suspected,NA,2016-07-08,1197,8,2 +1195,14183,8,NA,NA,NA,2015-05-23,1198,9,4 +1196,12229,1,female,suspected,2015-03-05,2015-04-02,1199,9,6 +1197,14052,17,male,NA,NA,2015-08-06,1200,9,1 +1198,12202,8,male,confirmed,NA,2016-09-24,1201,8,0 +1199,12306,1,female,NA,2014-02-24,2014-06-08,1202,10,3 +1200,11926,14,male,confirmed,NA,2014-07-16,1203,10,2 +1201,13639,79,male,NA,2015-03-28,2016-04-09,1204,8,5 +1202,13491,49,male,NA,2014-10-25,2014-11-02,1205,9,10 +1203,11948,5,female,NA,2014-08-25,2014-06-16,1206,10,3 +1204,13819,54,female,NA,NA,2014-09-15,1207,10,0 +1205,13973,66,female,NA,2014-11-08,2014-07-15,1208,10,2 +1206,12537,70,female,NA,2014-05-27,2015-06-10,1209,9,3 +1207,12539,80,female,NA,NA,2014-10-22,1210,9,11 +1208,14716,93,female,suspected,NA,2015-10-26,1211,8,11 +1209,12884,58,female,suspected,NA,2016-02-11,1212,8,7 +1210,14642,95,female,suspected,NA,2016-10-19,1213,7,11 +1211,13545,48,male,NA,2015-05-06,2015-04-20,1214,9,5 +1212,12161,31,male,confirmed,NA,2014-09-28,1215,10,0 +1213,12698,28,male,NA,NA,2015-08-22,1216,9,1 +1214,12791,100,male,suspected,2014-08-31,2014-01-05,1217,10,8 +1215,12687,67,male,suspected,NA,2016-11-01,1218,7,10 +1216,12896,83,male,confirmed,2014-08-03,2014-12-05,1219,9,9 +1217,13827,88,female,NA,2015-07-01,2015-05-26,1220,9,4 +1218,13511,67,male,confirmed,2015-01-16,2014-06-25,1221,10,3 +1219,13351,9,female,suspected,2014-12-04,2015-11-27,1222,8,10 +1220,13889,43,NA,suspected,2015-07-02,2015-03-21,1223,9,6 +1221,11972,98,female,NA,NA,2014-09-04,1224,10,0 +1222,14211,62,female,confirmed,2014-08-09,2015-11-29,1225,8,10 +1223,13779,18,male,suspected,NA,2014-10-30,1226,9,11 +1224,13863,95,male,NA,NA,2015-07-23,1227,9,2 +1225,13495,89,female,confirmed,NA,2014-06-14,1228,10,3 +1226,13937,85,female,NA,NA,2016-04-10,1229,8,5 +1227,14354,41,male,confirmed,2015-01-16,2015-08-09,1230,9,1 +1228,13054,42,male,confirmed,NA,2014-11-23,1231,9,10 +1229,12181,39,female,suspected,NA,2014-04-04,1232,10,5 +1230,12636,6,male,confirmed,2014-11-08,2014-05-29,1233,10,4 +1231,13255,5,NA,NA,2015-06-18,2016-10-16,1234,7,11 +1232,14484,85,male,suspected,2014-09-24,2014-11-19,1235,9,10 +1233,14865,79,female,suspected,2015-07-31,2014-08-11,1236,10,1 +1234,12069,20,female,suspected,2014-12-10,2015-09-15,1237,9,0 +1235,14324,93,female,confirmed,2014-05-03,2016-11-20,1238,7,10 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+1271,12556,18,female,confirmed,NA,2015-10-30,1274,8,11 +1272,13914,16,male,NA,2015-12-11,2016-06-14,1275,8,3 +1273,14825,92,NA,NA,NA,2015-08-01,1276,9,2 +1274,13908,70,female,suspected,NA,2014-08-18,1277,10,1 +1275,14520,6,male,NA,NA,2015-05-23,1278,9,4 +1276,14157,57,male,suspected,NA,2014-08-26,1279,10,1 +1277,13380,62,female,NA,NA,2015-10-28,1280,8,11 +1278,14448,50,female,suspected,2014-10-05,2014-04-20,1281,10,5 +1279,14658,33,male,suspected,2015-10-15,2014-02-18,1282,10,7 +1280,14536,89,female,NA,2015-01-09,2015-01-23,1283,9,8 +1281,13550,47,female,NA,2015-03-03,2014-06-03,1284,10,3 +1282,13416,63,female,confirmed,2015-06-26,2015-07-27,1285,9,2 +1283,11913,65,male,NA,2014-07-16,2015-10-12,1286,8,11 +1284,14773,79,male,NA,NA,2015-04-11,1287,9,5 +1285,13140,74,NA,confirmed,2014-12-23,2016-11-23,1288,7,10 +1286,12672,99,female,confirmed,NA,2014-09-02,1289,10,0 +1287,14205,79,NA,NA,2014-05-15,2014-11-28,1290,9,10 +1288,12540,58,male,NA,NA,2016-04-05,1291,8,5 +1289,13940,39,male,suspected,NA,2016-07-11,1292,8,2 +1290,11927,10,male,NA,NA,2016-01-20,1293,8,8 +1291,14845,7,male,NA,2014-03-16,2016-04-07,1294,8,5 +1292,11935,0,male,NA,2015-09-22,2016-09-02,1295,8,0 +1293,13948,53,female,NA,2014-10-16,2014-10-06,1296,9,11 +1294,14548,30,male,confirmed,2014-10-24,2014-12-15,1297,9,9 +1295,13179,35,female,NA,2014-10-04,2014-06-23,1298,10,3 +1296,13931,98,male,NA,2015-02-01,2016-05-31,1299,8,4 +1297,12605,39,female,NA,NA,2014-09-08,1300,10,0 +1298,12251,48,male,NA,NA,2014-11-24,1301,9,10 +1299,14893,78,male,suspected,2015-06-25,2014-09-07,1302,10,0 +1300,12069,90,male,suspected,NA,2014-11-14,1303,9,10 +1301,13581,91,NA,confirmed,2014-04-09,2016-01-17,1304,8,8 +1302,11966,27,NA,confirmed,NA,2014-11-18,1305,9,10 +1303,13802,29,female,suspected,2015-09-13,2015-11-19,1306,8,10 +1304,12365,33,female,NA,NA,2014-12-12,1307,9,9 +1305,13434,77,male,NA,2014-09-30,2015-10-07,1308,8,11 +1306,13418,27,female,NA,2015-02-04,2014-12-18,1309,9,9 +1307,14844,80,female,NA,2014-09-25,2014-06-18,1310,10,3 +1308,12141,23,female,NA,NA,2014-11-18,1311,9,10 +1309,13401,56,NA,confirmed,2015-02-04,2014-08-24,1312,10,1 +1310,13038,48,female,suspected,NA,2014-07-23,1313,10,2 +1311,12739,67,female,NA,2014-09-16,2014-07-03,1314,10,2 +1312,13897,6,female,NA,NA,2015-06-16,1315,9,3 +1313,12975,87,female,NA,2015-05-21,2014-10-09,1316,9,11 +1314,14103,93,male,NA,2015-06-01,2015-11-26,1317,8,10 +1315,13586,53,female,suspected,2014-04-14,2015-04-14,1318,9,5 +1316,12469,74,female,NA,2014-09-04,2014-09-15,1319,10,0 +1317,12840,3,male,NA,2015-03-26,2015-01-05,1320,9,8 +1318,13569,38,female,NA,NA,2014-12-29,1321,9,9 +1319,13105,89,female,confirmed,2014-12-13,2014-10-26,1322,9,11 +1320,12843,55,female,NA,2015-02-14,2015-02-18,1323,9,7 +1321,13424,33,female,NA,NA,2014-11-19,1324,9,10 +1322,14558,60,female,suspected,NA,2014-09-08,1325,10,0 +1323,14832,78,female,NA,NA,2015-07-10,1326,9,2 +1324,14912,90,NA,NA,2015-08-09,2015-01-28,1327,9,8 +1325,13303,65,female,NA,2015-08-01,2014-01-12,1328,10,8 +1326,12394,71,male,suspected,2014-03-13,2014-05-06,1329,10,4 +1327,13736,58,male,suspected,2015-02-04,2015-07-17,1330,9,2 +1328,13984,98,male,NA,2014-04-19,2016-04-06,1331,8,5 +1329,12818,91,female,suspected,2015-05-11,2015-07-10,1332,9,2 +1330,14711,53,female,suspected,NA,2016-08-05,1333,8,1 +1331,12219,57,female,NA,NA,2014-10-10,1334,9,11 +1332,11966,67,male,NA,NA,2014-07-07,1335,10,2 +1333,13931,68,NA,NA,NA,2014-06-19,1336,10,3 +1334,12418,14,male,suspected,NA,2014-05-14,1337,10,4 +1335,12092,10,female,suspected,2015-07-25,2014-08-19,1338,10,1 +1336,12830,19,male,confirmed,NA,2016-02-19,1339,8,7 +1337,13432,82,female,suspected,NA,2014-09-20,1340,10,0 +1338,14566,97,male,confirmed,NA,2016-01-14,1341,8,8 +1339,12996,15,male,NA,NA,2015-09-11,1342,9,0 +1340,13130,57,female,confirmed,2015-07-09,2016-01-30,1343,8,8 +1341,13266,35,male,NA,NA,2014-07-09,1344,10,2 +1342,14767,39,NA,confirmed,2014-02-11,2014-12-25,1345,9,9 +1343,12666,46,female,confirmed,2014-06-12,2014-08-20,1346,10,1 +1344,12639,91,female,suspected,NA,2015-05-30,1347,9,4 +1345,13305,67,male,NA,2014-05-16,2016-11-17,1348,7,10 +1346,13573,67,NA,NA,2014-09-18,2014-08-24,1349,10,1 +1347,11907,21,female,confirmed,2015-09-20,2016-10-20,1350,7,11 +1348,12303,75,female,suspected,2015-03-29,2014-09-01,1351,10,1 +1349,14224,13,female,NA,2015-04-12,2015-02-27,1352,9,7 +1350,13410,67,female,suspected,2015-09-15,2014-12-13,1353,9,9 +1351,11957,52,male,NA,2014-07-21,2015-04-20,1354,9,5 +1352,13992,14,male,suspected,2014-03-30,2015-01-02,1355,9,8 +1353,12682,97,male,confirmed,NA,2015-01-26,1356,9,8 +1354,11994,48,female,NA,2015-10-15,2016-05-14,1357,8,4 +1355,13407,82,female,NA,NA,2015-09-12,1358,9,0 +1356,12487,25,female,suspected,NA,2015-06-04,1359,9,3 +1357,13934,81,female,suspected,2015-03-25,2014-08-03,1360,10,1 +1358,14735,6,female,suspected,2014-12-21,2015-04-14,1361,9,5 +1359,14762,77,male,NA,NA,2015-05-30,1362,9,4 +1360,13281,62,male,confirmed,2014-07-30,2014-05-18,1363,10,4 +1361,13945,39,male,suspected,NA,2014-06-05,1364,10,3 +1362,13014,78,female,NA,2015-08-01,2015-05-05,1365,9,4 +1363,12473,60,male,suspected,2014-11-03,2014-05-04,1366,10,4 +1364,12319,98,female,confirmed,2014-06-09,2015-06-01,1367,9,4 +1365,12318,97,female,NA,NA,2014-06-19,1368,10,3 +1366,12588,43,female,suspected,2015-01-16,2015-04-09,1369,9,5 +1367,12994,26,male,NA,NA,2015-07-29,1370,9,2 +1368,12021,40,male,confirmed,2014-10-16,2016-08-21,1371,8,1 +1369,12479,25,male,confirmed,2014-08-07,2015-04-20,1372,9,5 +1370,14909,31,female,NA,2014-09-16,2015-08-12,1373,9,1 +1371,12118,70,male,suspected,2015-09-07,2014-06-30,1374,10,3 +1372,12340,98,female,NA,NA,2015-11-01,1375,8,11 +1373,13753,1,female,NA,NA,2015-03-24,1376,9,6 +1374,13086,35,male,suspected,NA,2015-08-02,1377,9,1 +1375,12904,4,male,confirmed,2014-05-25,2016-12-05,1378,7,9 +1376,12017,63,male,confirmed,NA,2016-11-17,1379,7,10 +1377,13749,41,female,NA,NA,2015-04-27,1380,9,5 +1378,12975,56,male,NA,NA,2015-05-11,1381,9,4 +1379,14080,1,female,NA,2015-04-30,2014-11-04,1382,9,10 +1380,12921,74,female,NA,2015-05-31,2014-11-18,1383,9,10 +1381,13298,55,male,NA,NA,2015-03-22,1384,9,6 +1382,14346,24,male,NA,NA,2014-03-05,1385,10,6 +1383,13217,49,female,confirmed,NA,2014-12-15,1386,9,9 +1384,14738,73,NA,suspected,2015-12-06,2015-04-02,1387,9,6 +1385,12739,62,female,suspected,NA,2014-06-12,1388,10,3 +1386,12246,83,NA,NA,2015-08-23,2015-01-10,1389,9,8 +1387,14413,12,male,suspected,2014-04-26,2015-05-27,1390,9,4 +1388,13634,40,male,confirmed,2015-09-06,2014-07-03,1391,10,2 +1389,12519,47,female,confirmed,NA,2016-10-26,1392,7,11 +1390,14486,17,female,NA,2014-06-04,2015-01-03,1393,9,8 +1391,14196,21,female,suspected,NA,2016-06-03,1394,8,3 +1392,12511,32,female,NA,2014-02-06,2014-03-11,1395,10,6 +1393,14637,63,male,NA,2015-01-31,2016-01-29,1396,8,8 +1394,13178,98,male,confirmed,NA,2015-07-03,1397,9,2 +1395,12366,78,female,NA,2014-11-06,2015-06-24,1398,9,3 +1396,12558,20,male,confirmed,2015-03-27,2014-08-26,1399,10,1 +1397,13625,97,male,NA,2015-08-30,2016-04-26,1400,8,5 +1398,12246,70,female,confirmed,NA,2015-01-02,1401,9,8 +1399,13348,61,female,suspected,2015-11-09,2015-04-01,1402,9,6 +1400,12438,26,male,suspected,2014-11-17,2015-04-15,1403,9,5 +1401,13596,89,female,suspected,2014-08-12,2014-10-30,1404,9,11 +1402,13253,14,male,confirmed,2014-06-26,2015-11-24,1405,8,10 +1403,12816,75,NA,suspected,2015-03-27,2016-06-05,1406,8,3 +1404,12185,59,female,NA,NA,2014-12-31,1407,9,9 +1405,13191,64,female,confirmed,2015-11-16,2015-03-17,1408,9,6 +1406,14877,23,female,confirmed,2015-10-12,2014-07-27,1409,10,2 +1407,12809,42,female,confirmed,NA,2016-03-26,1410,8,6 +1408,13605,28,female,NA,2014-10-06,2014-07-30,1411,10,2 +1409,13426,25,male,NA,NA,2015-03-18,1412,9,6 +1410,13091,58,male,NA,2014-09-10,2016-10-23,1413,7,11 +1411,12724,62,male,NA,2015-05-27,2015-05-03,1414,9,4 +1412,12320,61,female,suspected,NA,2015-08-31,1415,9,1 +1413,13710,82,male,confirmed,2014-12-29,2015-08-29,1416,9,1 +1414,12447,10,female,NA,NA,2015-08-02,1417,9,1 +1415,13696,24,NA,NA,2015-01-26,2014-11-28,1418,9,10 +1416,12620,54,NA,NA,2014-04-20,2016-04-13,1419,8,5 +1417,12711,16,male,suspected,NA,2015-04-16,1420,9,5 +1418,14057,NA,female,suspected,2014-02-27,2014-08-21,1421,10,1 +1419,14934,98,male,NA,2014-03-31,2014-08-21,1422,10,1 +1420,12472,45,male,confirmed,2015-10-21,2014-10-06,1423,9,11 +1421,13222,18,male,NA,2015-03-13,2015-09-18,1424,9,0 +1422,13062,49,male,NA,2014-10-18,2014-10-22,1425,9,11 +1423,12479,100,male,NA,NA,2014-12-01,1426,9,10 +1424,12252,88,NA,confirmed,2014-04-10,2014-10-15,1427,9,11 +1425,13560,49,female,confirmed,NA,2014-10-06,1428,9,11 +1426,14827,82,female,confirmed,2014-09-04,2016-07-24,1429,8,2 +1427,13119,11,male,confirmed,2015-01-17,2016-10-03,1430,7,11 +1428,14415,49,male,NA,2015-02-08,2015-05-03,1431,9,4 +1429,14784,44,NA,NA,2015-08-22,2016-07-21,1432,8,2 +1430,13590,77,female,confirmed,2015-03-14,2016-04-05,1433,8,5 +1431,14156,95,male,suspected,2015-05-25,2014-11-13,1434,9,10 +1432,14366,9,female,confirmed,NA,2015-11-09,1435,8,10 +1433,14959,5,female,NA,NA,2014-08-07,1436,10,1 +1434,13969,20,female,NA,2015-05-29,2015-02-23,1437,9,7 +1435,13147,12,female,confirmed,2014-12-25,2016-08-05,1438,8,1 +1436,14447,83,male,suspected,2014-03-07,2016-10-16,1439,7,11 +1437,12305,2,female,suspected,2015-11-11,2016-05-10,1440,8,4 +1438,13745,67,male,NA,2015-09-10,2014-08-17,1441,10,1 +1439,13757,1,male,NA,NA,2014-06-22,1442,10,3 +1440,13128,31,male,NA,2014-05-23,2014-08-22,1443,10,1 +1441,12933,25,female,suspected,2014-02-27,2016-01-29,1444,8,8 +1442,14316,91,female,suspected,2015-02-10,2015-05-31,1445,9,4 +1443,12710,37,male,NA,NA,2015-12-08,1446,8,9 +1444,14215,65,male,NA,2015-06-26,2016-04-19,1447,8,5 +1445,11918,92,female,NA,2014-04-06,2014-12-08,1448,9,9 +1446,14078,97,NA,suspected,NA,2015-04-07,1449,9,5 +1447,13043,90,male,NA,NA,2015-04-23,1450,9,5 +1448,13177,94,NA,confirmed,2014-12-28,2014-07-15,1451,10,2 +1449,12746,16,female,NA,2014-02-21,2014-09-17,1452,10,0 +1450,14896,84,female,NA,2015-03-29,2015-04-13,1453,9,5 +1451,12911,6,female,suspected,NA,2015-03-26,1454,9,6 +1452,13397,87,NA,NA,NA,2014-06-23,1455,10,3 +1453,13660,41,NA,suspected,2015-05-02,2014-06-12,1456,10,3 +1454,14442,17,female,NA,2014-05-20,2015-05-12,1457,9,4 +1455,14113,96,male,suspected,NA,2015-07-02,1458,9,3 +1456,12437,10,female,suspected,2015-02-06,2015-06-08,1459,9,3 +1457,12048,2,female,NA,2014-09-17,2016-04-24,1460,8,5 +1458,14693,13,male,suspected,NA,2015-01-07,1461,9,8 +1459,14835,18,female,NA,NA,2015-04-24,1462,9,5 +1460,14909,75,male,suspected,2014-10-18,2015-03-30,1463,9,6 +1461,13968,38,male,confirmed,2014-09-06,2014-02-22,1464,10,7 +1462,13848,65,female,NA,2015-11-23,2016-07-02,1465,8,2 +1463,12911,93,female,NA,2015-05-02,2015-07-26,1466,9,2 +1464,13565,70,male,NA,2015-05-26,2015-07-08,1467,9,2 +1465,12350,15,female,suspected,NA,2014-05-23,1468,10,4 +1466,12547,39,female,confirmed,2014-02-05,2015-06-17,1469,9,3 +1467,14916,78,male,NA,NA,2016-02-21,1470,8,7 +1468,12015,17,male,confirmed,NA,2016-06-15,1471,8,3 +1469,14143,80,male,suspected,NA,2014-12-20,1472,9,9 +1470,13050,87,female,suspected,2015-07-04,2016-05-20,1473,8,4 +1471,13106,60,male,confirmed,NA,2015-03-15,1474,9,6 +1472,14372,45,male,confirmed,2015-05-12,2014-04-30,1475,10,5 +1473,13088,21,female,suspected,NA,2015-01-16,1476,9,8 +1474,12069,0,male,confirmed,2015-10-05,2015-11-02,1477,8,10 +1475,14075,36,NA,suspected,2014-03-23,2016-02-17,1478,8,7 +1476,11941,5,female,suspected,2014-11-03,2014-03-03,1479,10,6 +1477,12742,97,male,NA,NA,2015-02-04,1480,9,7 +1478,12593,43,male,NA,NA,2014-05-08,1481,10,4 +1479,12838,29,female,NA,NA,2015-05-10,1482,9,4 +1480,14603,63,male,NA,2015-03-08,2014-11-12,1483,9,10 +1481,14305,99,female,suspected,2015-08-26,2015-03-12,1484,9,6 +1482,12461,56,male,NA,NA,2014-04-26,1485,10,5 +1483,12058,5,male,NA,NA,2014-11-30,1486,9,10 +1484,14320,73,male,suspected,NA,2014-09-25,1487,10,0 +1485,14215,76,female,NA,2014-03-06,2016-08-31,1488,8,1 +1486,14588,17,female,NA,NA,2015-01-22,1489,9,8 +1487,14883,56,female,NA,2014-09-11,2014-09-18,1490,10,0 +1488,14852,50,male,NA,NA,2016-04-28,1491,8,5 +1489,11953,43,male,NA,NA,2015-12-19,1492,8,9 +1490,14106,98,female,NA,2015-04-14,2016-12-08,1493,7,9 +1491,14508,89,male,suspected,2014-11-24,2015-12-14,1494,8,9 +1492,14249,48,male,NA,NA,2015-02-22,1495,9,7 +1493,12016,95,male,NA,NA,2014-10-04,1496,9,11 +1494,14197,NA,female,NA,2014-09-18,2015-07-05,1497,9,2 +1495,14133,55,male,NA,2014-09-21,2015-10-09,1498,8,11 +1496,13676,55,male,suspected,NA,2015-05-26,1499,9,4 +1497,14043,18,female,confirmed,NA,2015-05-09,1500,9,4 +1498,13690,5,female,NA,NA,2014-10-13,1501,9,11 +1499,13120,72,NA,confirmed,NA,2016-12-06,1502,7,9 +1500,14608,97,NA,suspected,NA,2016-01-10,1503,8,8 +1501,13980,54,NA,NA,2014-11-28,2014-09-02,1504,10,0 +1502,13364,13,female,suspected,2015-07-25,2016-07-20,1505,8,2 +1503,14082,74,NA,confirmed,NA,2015-07-16,1506,9,2 +1504,12377,11,female,NA,NA,2015-04-23,1507,9,5 +1505,12566,77,female,suspected,2015-07-21,2015-03-02,1508,9,7 +1506,13439,61,male,suspected,2015-02-05,2014-06-23,1509,10,3 +1507,13685,90,male,suspected,NA,2015-08-27,1510,9,1 +1508,13477,56,female,NA,2014-05-27,2015-08-17,1511,9,1 +1509,13041,95,female,confirmed,2015-09-26,2016-01-22,1512,8,8 +1510,12099,42,female,suspected,2015-03-06,2015-03-26,1513,9,6 +1511,12955,22,female,suspected,2015-01-20,2014-09-25,1514,10,0 +1512,12678,93,male,NA,NA,2015-10-15,1515,8,11 +1513,12007,58,NA,confirmed,NA,2015-03-21,1516,9,6 +1514,13554,36,male,confirmed,2015-03-25,2016-05-17,1517,8,4 +1515,14293,66,female,NA,2014-12-09,2015-06-19,1518,9,3 +1516,12672,85,male,NA,2015-10-16,2016-09-30,1519,8,0 +1517,14003,0,female,NA,NA,2014-06-25,1520,10,3 +1518,11984,16,male,NA,2015-01-21,2016-09-02,1521,8,0 +1519,14510,67,male,confirmed,2014-12-31,2016-05-30,1522,8,4 +1520,12552,30,NA,NA,2014-10-20,2015-06-29,1523,9,3 +1521,14166,3,female,confirmed,NA,2014-07-29,1524,10,2 +1522,14079,10,male,confirmed,2014-05-27,2015-10-25,1525,8,11 +1523,12122,84,NA,NA,2014-11-29,2014-05-26,1526,10,4 +1524,12283,66,male,NA,2015-10-15,2016-03-24,1527,8,6 +1525,13661,19,male,suspected,2014-12-18,2015-03-26,1528,9,6 +1526,14499,43,female,NA,NA,2014-10-19,1529,9,11 +1527,12388,29,male,NA,NA,2014-09-16,1530,10,0 +1528,12846,38,female,NA,2014-03-05,2014-06-28,1531,10,3 +1529,12781,89,male,suspected,2015-08-30,2016-08-25,1532,8,1 +1530,13768,35,female,confirmed,NA,2015-07-06,1533,9,2 +1531,13997,3,male,NA,2015-11-08,2014-10-20,1534,9,11 +1532,13221,38,male,NA,2014-02-27,2016-04-02,1535,8,5 +1533,14629,82,female,suspected,2014-10-06,2015-08-26,1536,9,1 +1534,12608,18,NA,NA,2014-08-06,2016-11-25,1537,7,10 +1535,11987,53,male,confirmed,NA,2016-09-04,1538,8,0 +1536,13188,76,female,suspected,2014-12-29,2014-07-09,1539,10,2 +1537,12980,40,male,NA,NA,2014-05-27,1540,10,4 +1538,13506,30,male,suspected,2014-08-24,2016-11-22,1541,7,10 +1539,13046,15,NA,NA,2014-03-14,2015-08-07,1542,9,1 +1540,13117,22,male,NA,NA,2016-10-14,1543,7,11 +1541,14454,86,male,confirmed,NA,2015-12-29,1544,8,9 +1542,12071,100,male,NA,2015-09-11,2014-06-08,1545,10,3 +1543,12035,NA,male,confirmed,2014-01-09,2015-01-14,1546,9,8 +1544,13825,48,male,NA,NA,2015-07-27,1547,9,2 +1545,14531,83,male,suspected,2015-11-09,2014-11-18,1548,9,10 +1546,12546,12,male,NA,2014-05-05,2014-08-06,1549,10,1 +1547,14667,55,female,confirmed,2015-03-20,2014-11-10,1550,9,10 +1548,13769,93,male,NA,2014-07-06,2016-09-16,1551,8,0 +1549,13005,77,male,NA,NA,2015-06-08,1552,9,3 +1550,13170,82,NA,NA,2015-06-24,2015-04-20,1553,9,5 +1551,12539,81,female,NA,2015-08-03,2014-03-27,1554,10,6 +1552,14162,32,male,NA,NA,2014-11-03,1555,9,10 +1553,14360,60,NA,confirmed,2015-11-24,2015-04-03,1556,9,5 +1554,13642,12,female,NA,2015-07-11,2014-12-03,1557,9,9 +1555,14120,93,female,NA,NA,2014-06-30,1558,10,3 +1556,14335,7,NA,confirmed,2014-09-26,2016-01-15,1559,8,8 +1557,14532,50,NA,NA,2014-12-07,2015-07-19,1560,9,2 +1558,12850,58,female,confirmed,NA,2015-02-18,1561,9,7 +1559,12569,33,male,confirmed,NA,2016-07-28,1562,8,2 +1560,13704,55,male,NA,2015-01-22,2015-08-14,1563,9,1 +1561,12667,81,male,NA,NA,2016-06-20,1564,8,3 +1562,14773,61,male,confirmed,NA,2014-07-13,1565,10,2 +1563,13670,22,male,NA,2014-12-31,2015-08-26,1566,9,1 +1564,12582,50,female,suspected,NA,2014-11-10,1567,9,10 +1565,13854,18,female,NA,NA,2014-08-23,1568,10,1 +1566,14568,59,male,NA,2015-10-09,2016-08-08,1569,8,1 +1567,14268,26,male,NA,NA,2015-09-01,1570,9,1 +1568,12508,19,male,NA,NA,2014-12-20,1571,9,9 +1569,13111,58,male,confirmed,NA,2014-06-27,1572,10,3 +1570,12164,96,male,suspected,NA,2015-09-06,1573,9,0 +1571,14613,98,NA,NA,NA,2015-02-06,1574,9,7 +1572,14984,100,female,NA,2014-07-27,2014-12-16,1575,9,9 +1573,13899,18,male,NA,2015-09-01,2015-07-06,1576,9,2 +1574,14573,71,female,confirmed,2015-01-12,2015-10-21,1577,8,11 +1575,13290,16,male,confirmed,NA,2016-10-16,1578,7,11 +1576,12083,33,female,NA,NA,2015-01-07,1579,9,8 +1577,12466,44,male,suspected,2015-03-20,2015-09-13,1580,9,0 +1578,14014,NA,female,confirmed,NA,2015-07-08,1581,9,2 +1579,13821,4,female,NA,2015-10-20,2014-08-14,1582,10,1 +1580,11987,9,male,NA,2015-03-13,2014-11-06,1583,9,10 +1581,13469,80,NA,confirmed,2014-04-15,2014-01-10,1584,10,8 +1582,13199,25,female,suspected,NA,2016-09-28,1585,8,0 +1583,13456,72,NA,confirmed,2014-06-27,NA,1586,NA,NA +1584,14208,91,female,confirmed,NA,2015-09-28,1587,9,0 +1585,14608,0,female,confirmed,2014-08-03,2016-04-20,1588,8,5 +1586,14921,34,male,NA,2014-05-14,2015-08-16,1589,9,1 +1587,12680,17,male,NA,2015-10-16,2015-03-16,1590,9,6 +1588,14006,97,male,suspected,2015-10-17,2014-05-24,1591,10,4 +1589,14319,21,male,NA,2015-09-08,2015-04-25,1592,9,5 +1590,12956,63,NA,NA,2014-07-17,2014-08-25,1593,10,1 +1591,12673,45,male,suspected,2014-03-16,2014-05-07,1594,10,4 +1592,12602,51,female,suspected,2015-02-02,2014-02-26,1595,10,7 +1593,13385,74,female,suspected,2014-10-20,2015-05-03,1596,9,4 +1594,14027,69,male,suspected,2014-04-04,2014-07-14,1597,10,2 +1595,12647,12,female,NA,NA,2014-09-24,1598,10,0 +1596,12844,75,female,NA,2015-11-26,2014-06-28,1599,10,3 +1597,14680,17,male,confirmed,NA,2014-10-30,1600,9,11 +1598,12668,66,male,NA,2015-04-23,2014-10-11,1601,9,11 +1599,12996,36,female,NA,NA,2015-04-12,1602,9,5 +1600,14997,84,male,NA,2015-09-26,2014-12-28,1603,9,9 +1601,13790,90,female,NA,2015-03-11,2014-09-05,1604,10,0 +1602,12074,91,NA,NA,2014-08-25,2016-04-18,1605,8,5 +1603,14645,NA,female,suspected,2015-05-30,2015-05-10,1606,9,4 +1604,13427,33,female,NA,2014-03-09,2014-09-24,1607,10,0 +1605,13984,87,male,confirmed,NA,2014-09-14,1608,10,0 +1606,12073,70,male,NA,2014-04-30,2015-05-24,1609,9,4 +1607,14296,92,male,NA,2014-11-13,2014-11-13,1610,9,10 +1608,13474,38,male,NA,2014-03-13,2014-05-11,1611,10,4 +1609,13528,88,female,NA,2015-09-19,2014-12-08,1612,9,9 +1610,13596,9,male,NA,2014-09-04,2014-10-22,1613,9,11 +1611,12043,18,female,NA,2015-11-27,2014-07-10,1614,10,2 +1612,12842,1,male,confirmed,2015-04-13,2014-11-29,1615,9,10 +1613,11952,38,NA,NA,2015-05-10,2016-01-16,1616,8,8 +1614,12620,49,male,suspected,NA,2014-05-11,1617,10,4 +1615,13596,82,male,NA,2014-01-09,2016-06-13,1618,8,3 +1616,14122,55,NA,NA,NA,2014-11-28,1619,9,10 +1617,14124,88,female,NA,NA,2016-09-30,1620,8,0 +1618,12277,28,female,NA,2015-07-14,2014-11-27,1621,9,10 +1619,14325,79,male,suspected,2014-03-07,2016-04-09,1622,8,5 +1620,13290,71,male,NA,NA,2014-10-15,1623,9,11 +1621,12699,24,female,suspected,2015-07-01,2014-09-07,1624,10,0 +1622,13159,65,male,suspected,NA,2015-02-09,1625,9,7 +1623,14643,8,NA,NA,2014-12-24,2014-08-14,1626,10,1 +1624,13372,41,male,confirmed,2014-05-04,2014-11-28,1627,9,10 +1625,13203,14,female,confirmed,2015-11-02,2016-06-08,1628,8,3 +1626,13246,18,NA,NA,NA,2015-11-14,1629,8,10 +1627,12388,63,male,NA,2014-04-21,2016-12-10,1630,7,9 +1628,13786,61,male,NA,2015-02-03,2014-04-11,1631,10,5 +1629,12670,29,female,NA,2015-06-25,2015-02-22,1632,9,7 +1630,12397,20,male,confirmed,NA,2014-02-27,1633,10,7 +1631,12065,78,female,confirmed,2014-04-08,2014-02-18,1634,10,7 +1632,14501,50,female,suspected,2015-10-05,2015-08-07,1635,9,1 +1633,13099,70,female,confirmed,NA,2014-06-22,1636,10,3 +1634,12674,100,NA,NA,2014-10-14,2015-03-11,1637,9,6 +1635,12695,73,male,NA,2015-07-16,2014-09-17,1638,10,0 +1636,12334,46,female,NA,NA,2014-11-01,1639,9,10 +1637,13270,92,female,NA,NA,2015-07-10,1640,9,2 +1638,13721,33,female,suspected,2015-11-21,2014-01-10,1641,10,8 +1639,13800,59,female,NA,NA,2014-08-12,1642,10,1 +1640,12475,79,male,suspected,NA,2015-05-12,1643,9,4 +1641,12196,75,female,NA,NA,2014-04-24,1644,10,5 +1642,12175,75,female,confirmed,2015-03-03,2014-07-11,1645,10,2 +1643,12998,29,female,NA,2015-11-08,2015-01-05,1646,9,8 +1644,13297,92,female,suspected,2014-03-07,2015-03-10,1647,9,6 +1645,13103,12,NA,confirmed,2014-07-29,2016-01-03,1648,8,8 +1646,12968,48,female,confirmed,2014-08-15,2016-10-22,1649,7,11 +1647,13508,45,male,NA,2014-10-06,2015-02-23,1650,9,7 +1648,12555,30,NA,NA,2015-03-30,2014-12-22,1651,9,9 +1649,12109,7,female,confirmed,NA,2014-10-04,1652,9,11 +1650,12058,32,female,confirmed,2015-01-28,2014-03-28,1653,10,6 +1651,14303,43,female,NA,NA,2015-11-28,1654,8,10 +1652,12670,59,female,NA,2014-10-08,2014-12-25,1655,9,9 +1653,12075,78,NA,confirmed,NA,2014-10-03,1656,9,11 +1654,14623,99,female,NA,NA,2016-01-17,1657,8,8 +1655,13411,25,male,confirmed,2015-07-30,2015-05-29,1658,9,4 +1656,13081,3,male,confirmed,2014-02-27,2014-06-19,1659,10,3 +1657,13883,57,female,NA,2014-07-21,2014-12-30,1660,9,9 +1658,12295,63,female,NA,NA,2015-06-07,1661,9,3 +1659,13585,65,NA,confirmed,2015-04-29,2014-05-27,1662,10,4 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+2259,12184,32,NA,NA,NA,2014-11-14,2262,9,10 +2260,14605,88,male,NA,NA,2016-05-18,2263,8,4 +2261,14855,42,female,confirmed,2015-07-23,2014-08-12,2264,10,1 +2262,13944,29,male,NA,NA,2016-11-24,2265,7,10 +2263,14343,53,male,NA,2015-08-25,2015-06-17,2266,9,3 +2264,12739,5,NA,suspected,2015-06-24,2014-07-14,2267,10,2 +2265,14071,43,female,confirmed,2015-02-02,2014-11-24,2268,9,10 +2266,14430,20,female,suspected,2014-05-03,2014-11-24,2269,9,10 +2267,14586,31,female,confirmed,2014-04-10,2016-07-24,2270,8,2 +2268,13752,46,female,NA,NA,2015-04-06,2271,9,5 +2269,14848,37,male,confirmed,2014-06-17,2016-02-19,2272,8,7 +2270,13808,8,female,confirmed,NA,2015-09-02,2273,9,0 +2271,14233,80,female,NA,2015-06-30,2014-12-26,2274,9,9 +2272,12750,90,female,suspected,2015-08-17,2014-11-26,2275,9,10 +2273,14194,6,NA,suspected,2015-07-23,2016-04-10,2276,8,5 +2274,14659,23,female,NA,NA,2015-03-29,2277,9,6 +2275,12867,78,female,NA,2015-10-06,2016-09-11,2278,8,0 +2276,13216,90,male,NA,NA,2015-10-16,2279,8,11 +2277,13930,7,female,NA,2015-07-09,2015-06-25,2280,9,3 +2278,13722,77,male,suspected,2015-02-25,2015-02-06,2281,9,7 +2279,13952,74,female,confirmed,2014-11-04,2015-02-16,2282,9,7 +2280,14393,2,female,NA,2014-10-27,2016-10-03,2283,7,11 +2281,12960,63,male,NA,NA,2015-06-25,2284,9,3 +2282,13642,10,female,confirmed,2015-06-23,2014-10-13,2285,9,11 +2283,12736,82,male,suspected,NA,2014-09-20,2286,10,0 +2284,13304,57,female,NA,2015-09-24,2016-01-10,2287,8,8 +2285,13787,7,female,suspected,NA,2015-01-06,2288,9,8 +2286,14786,46,male,NA,2015-06-30,2015-10-06,2289,8,11 +2287,14056,99,female,suspected,2015-07-15,2015-02-12,2290,9,7 +2288,12400,47,male,NA,NA,2014-12-11,2291,9,9 +2289,12888,37,male,confirmed,2015-01-14,2015-01-16,2292,9,8 +2290,12739,78,female,NA,NA,2016-02-04,2293,8,7 +2291,12014,56,male,NA,2015-08-29,2016-03-05,2294,8,6 +2292,12337,60,female,confirmed,NA,2016-06-19,2295,8,3 +2293,12002,16,female,confirmed,2015-06-26,2015-07-12,2296,9,2 +2294,13400,22,female,confirmed,2015-07-18,2016-05-26,2297,8,4 +2295,13464,6,female,NA,2014-04-03,2014-12-26,2298,9,9 +2296,14050,80,female,NA,2014-07-21,2015-04-26,2299,9,5 +2297,14818,68,male,suspected,2015-11-03,2015-08-05,2300,9,1 +2298,13947,94,female,confirmed,NA,2015-05-28,2301,9,4 +2299,14565,57,female,confirmed,2015-09-27,2015-08-10,2302,9,1 +2300,13660,97,male,NA,NA,2015-01-08,2303,9,8 +2301,13492,15,female,confirmed,2014-03-30,2015-09-16,2304,9,0 +2302,12030,59,female,confirmed,2014-06-03,2014-11-24,2305,9,10 +2303,14989,34,female,confirmed,NA,2015-06-11,2306,9,3 +2304,13700,24,female,suspected,NA,2015-03-10,2307,9,6 +2305,12357,52,male,NA,2014-02-25,2015-07-18,2308,9,2 +2306,12089,43,male,suspected,2015-09-19,2016-12-08,2309,7,9 +2307,13825,72,male,suspected,NA,2014-11-17,2310,9,10 +2308,14831,96,male,NA,NA,2016-01-08,2311,8,8 +2309,12388,71,female,confirmed,NA,2016-03-20,2312,8,6 +2310,13462,78,female,confirmed,2014-08-07,2015-08-01,2313,9,2 +2311,12732,5,NA,NA,2015-08-29,2015-07-10,2314,9,2 +2312,14929,37,male,NA,2014-10-17,2016-09-11,2315,8,0 +2313,13118,82,male,NA,2015-02-25,2014-10-29,2316,9,11 +2314,13895,92,male,confirmed,2015-04-26,2016-03-06,2317,8,6 +2315,14914,4,female,suspected,NA,2015-03-07,2318,9,6 +2316,11941,98,female,suspected,2015-10-14,2015-02-06,2319,9,7 +2317,13646,78,male,confirmed,2014-08-17,2014-07-07,2320,10,2 +2318,12378,51,male,confirmed,NA,2014-07-26,2321,10,2 +2319,14143,36,male,NA,NA,2014-08-28,2322,10,1 +2320,12296,33,female,NA,2015-10-27,2016-06-08,2323,8,3 +2321,12976,4,male,confirmed,NA,2014-09-15,2324,10,0 +2322,12521,31,male,NA,NA,2016-10-13,2325,7,11 +2323,14765,57,female,NA,NA,2015-03-16,2326,9,6 +2324,14705,18,female,NA,2015-01-03,2015-08-16,2327,9,1 +2325,13066,47,female,NA,NA,2015-04-22,2328,9,5 +2326,13322,96,female,NA,2014-05-29,2015-07-19,2329,9,2 +2327,12368,60,female,NA,NA,2015-04-22,2330,9,5 +2328,13785,52,female,confirmed,2015-10-15,2015-01-28,2331,9,8 +2329,13278,77,female,suspected,2015-07-04,2014-11-25,2332,9,10 +2330,13800,83,female,confirmed,2015-05-18,2015-03-04,2333,9,6 +2331,13660,97,female,NA,2014-01-07,2014-09-13,2334,10,0 +2332,13226,99,female,confirmed,2014-12-03,2015-10-18,2335,8,11 +2333,14287,2,male,suspected,2015-09-24,2015-07-24,2336,9,2 +2334,13800,27,male,suspected,NA,2015-04-12,2337,9,5 +2335,12869,22,male,NA,NA,2015-03-28,2338,9,6 +2336,14260,11,female,confirmed,NA,2014-12-06,2339,9,9 +2337,13206,83,female,NA,2015-09-25,2015-03-13,2340,9,6 +2338,14986,100,NA,NA,2015-02-14,2014-07-27,2341,10,2 +2339,12739,0,male,NA,NA,2016-02-23,2342,8,7 +2340,13094,71,NA,suspected,NA,2014-09-19,2343,10,0 +2341,13874,6,female,suspected,NA,2015-07-31,2344,9,2 +2342,12958,60,female,suspected,NA,2015-02-27,2345,9,7 +2343,14394,36,male,NA,2015-07-27,2014-04-27,2346,10,5 +2344,14888,80,female,NA,NA,2016-01-20,2347,8,8 +2345,13868,87,male,confirmed,2014-07-30,2015-04-24,2348,9,5 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+2451,13019,3,female,NA,2015-03-09,2015-02-22,2454,9,7 +2452,12713,78,male,confirmed,2015-03-03,2014-07-12,2455,10,2 +2453,14408,89,female,confirmed,2015-08-14,2015-05-27,2456,9,4 +2454,12172,98,male,suspected,NA,2014-12-24,2457,9,9 +2455,12111,33,female,NA,NA,2015-04-14,2458,9,5 +2456,14588,28,male,confirmed,NA,2016-05-30,2459,8,4 +2457,13535,35,NA,suspected,2015-03-26,2015-12-10,2460,8,9 +2458,14536,46,female,NA,2014-04-09,2015-02-07,2461,9,7 +2459,14288,6,female,suspected,NA,2014-08-05,2462,10,1 +2460,12943,23,female,confirmed,2014-05-24,2014-12-07,2463,9,9 +2461,13742,55,male,NA,2015-08-12,2014-11-28,2464,9,10 +2462,13479,12,female,suspected,2015-06-19,2014-09-11,2465,10,0 +2463,12394,88,female,confirmed,NA,2016-08-08,2466,8,1 +2464,14148,22,female,NA,NA,2014-08-14,2467,10,1 +2465,12921,43,female,confirmed,2014-02-10,2015-05-07,2468,9,4 +2466,14294,77,female,NA,2014-03-21,2015-01-21,2469,9,8 +2467,12410,59,male,NA,NA,2015-04-28,2470,9,5 +2468,14293,33,male,suspected,2015-03-20,2016-01-22,2471,8,8 +2469,12175,NA,male,confirmed,NA,2014-10-21,2472,9,11 +2470,12646,37,male,confirmed,NA,2016-01-11,2473,8,8 +2471,14365,74,male,NA,NA,2014-06-09,2474,10,3 +2472,14764,29,male,confirmed,NA,2016-08-09,2475,8,1 +2473,14023,57,male,NA,NA,2015-08-08,2476,9,1 +2474,14534,0,male,NA,2014-11-05,2016-10-25,2477,7,11 +2475,14023,29,male,NA,NA,2014-03-28,2478,10,6 +2476,14125,92,male,NA,2014-03-28,2014-08-09,2479,10,1 +2477,14375,97,female,NA,2014-03-04,2014-08-28,2480,10,1 +2478,13686,84,NA,NA,NA,2015-09-06,2481,9,0 +2479,12418,50,male,NA,2015-06-29,2014-02-21,2482,10,7 +2480,12588,41,female,NA,2014-11-20,2014-08-16,2483,10,1 +2481,14162,35,female,suspected,2014-06-03,2014-12-21,2484,9,9 +2482,12536,65,male,NA,2015-10-23,2015-08-30,2485,9,1 +2483,11934,28,female,suspected,2015-03-22,2015-02-13,2486,9,7 +2484,13301,20,NA,NA,2014-05-31,2016-09-29,2487,8,0 +2485,12079,40,male,confirmed,2014-09-03,2015-12-18,2488,8,9 +2486,12113,65,female,confirmed,2014-07-27,2015-04-17,2489,9,5 +2487,12659,45,female,NA,2015-02-10,2016-01-02,2490,8,8 +2488,13278,39,male,suspected,NA,2016-08-18,2491,8,1 +2489,12187,15,female,confirmed,2014-06-11,2015-05-14,2492,9,4 +2490,14300,1,male,NA,NA,2015-07-12,2493,9,2 +2491,13115,85,male,suspected,2015-10-13,2014-01-06,2494,10,8 +2492,12529,78,male,NA,2014-10-05,2014-11-27,2495,9,10 +2493,12220,40,male,NA,NA,2015-01-17,2496,9,8 +2494,14015,89,male,NA,NA,2014-01-04,2497,10,8 +2495,12403,86,female,suspected,NA,2016-05-23,2498,8,4 +2496,11906,23,male,confirmed,2015-01-25,2014-07-15,2499,10,2 +2497,14858,94,female,NA,2014-03-07,2014-11-15,2500,9,10 +2498,13207,47,female,NA,NA,2014-12-01,2501,9,10 +2499,14839,11,female,NA,2014-10-03,2015-05-04,2502,9,4 +2500,13843,37,female,suspected,NA,2016-03-06,2503,8,6 +2501,12388,83,female,confirmed,2014-02-08,2015-05-24,2504,9,4 +2502,14010,29,male,confirmed,NA,2014-12-13,2505,9,9 +2503,13343,59,male,NA,NA,2015-03-17,2506,9,6 +2504,14765,72,male,NA,2015-06-12,2015-09-04,2507,9,0 +2505,13083,44,female,NA,2015-10-15,2016-11-16,2508,7,10 +2506,12090,78,female,suspected,2014-03-09,2016-06-02,2509,8,3 +2507,14676,44,female,NA,2014-11-22,2015-12-29,2510,8,9 +2508,13515,64,male,NA,2014-11-14,2016-08-05,2511,8,1 +2509,13549,43,male,confirmed,NA,2014-11-02,2512,9,10 +2510,12870,90,male,NA,NA,2014-09-26,2513,10,0 +2511,13109,59,female,NA,NA,2016-09-28,2514,8,0 +2512,14431,91,male,NA,NA,2015-09-03,2515,9,0 +2513,12353,59,female,NA,2015-12-01,2016-10-10,2516,7,11 +2514,13613,92,male,confirmed,NA,2015-07-24,2517,9,2 +2515,14786,59,female,NA,2015-08-26,2014-07-06,2518,10,2 +2516,14885,18,male,NA,2015-05-03,2015-06-08,2519,9,3 +2517,14600,62,male,confirmed,NA,2016-06-29,2520,8,3 +2518,14532,29,female,confirmed,NA,2014-10-24,2521,9,11 +2519,14461,68,NA,NA,2014-12-09,2014-02-23,2522,10,7 +2520,14270,40,male,confirmed,NA,2016-02-13,2523,8,7 +2521,13941,27,male,confirmed,2014-05-15,2014-11-25,2524,9,10 +2522,12347,84,female,suspected,NA,2016-02-22,2525,8,7 +2523,13398,91,female,confirmed,2014-08-28,2015-08-05,2526,9,1 +2524,12445,3,NA,NA,NA,2015-08-11,2527,9,1 +2525,11909,37,female,suspected,NA,2014-04-15,2528,10,5 +2526,14430,56,male,confirmed,2015-01-22,2014-08-30,2529,10,1 +2527,14598,11,female,NA,NA,2015-02-12,2530,9,7 +2528,12051,18,male,NA,2014-09-11,2014-12-27,2531,9,9 +2529,12781,30,male,NA,NA,2014-06-18,2532,10,3 +2530,12069,10,NA,confirmed,NA,2015-07-27,2533,9,2 +2531,14270,32,female,NA,2014-11-23,2016-09-19,2534,8,0 +2532,14978,97,female,confirmed,2015-03-12,2014-12-30,2535,9,9 +2533,13017,60,male,confirmed,NA,2014-12-31,2536,9,9 +2534,14139,9,female,NA,NA,2016-03-11,2537,8,6 +2535,12030,14,male,suspected,2014-09-04,2014-06-09,2538,10,3 +2536,11963,73,female,NA,NA,2016-11-28,2539,7,10 +2537,13632,8,male,confirmed,2014-12-17,2015-05-10,2540,9,4 +2538,13087,23,male,suspected,2015-11-17,2014-08-12,2541,10,1 +2539,14037,70,female,NA,NA,2015-01-23,2542,9,8 +2540,12620,74,female,confirmed,2015-10-02,2014-02-19,2543,10,7 +2541,12806,12,NA,NA,2014-08-14,2014-10-06,2544,9,11 +2542,14756,74,female,NA,2015-11-21,2015-01-17,2545,9,8 +2543,13381,10,female,NA,NA,2016-07-11,2546,8,2 +2544,14192,38,male,suspected,2014-06-28,2015-07-27,2547,9,2 +2545,14299,91,female,NA,2014-03-13,2016-11-14,2548,7,10 +2546,14931,61,female,suspected,2015-01-01,2016-09-11,2549,8,0 +2547,14916,63,male,NA,2015-04-20,2014-10-22,2550,9,11 +2548,13564,77,female,NA,2014-12-27,2014-10-13,2551,9,11 +2549,12848,29,male,NA,NA,2014-10-28,2552,9,11 +2550,12619,52,male,NA,2015-03-22,2014-06-19,2553,10,3 +2551,14232,92,female,NA,2015-05-03,2015-07-22,2554,9,2 +2552,14018,26,female,NA,NA,2015-04-27,2555,9,5 +2553,11968,87,female,NA,NA,2015-02-05,2556,9,7 +2554,14463,63,male,suspected,NA,2015-10-15,2557,8,11 +2555,14321,84,female,confirmed,NA,2015-06-15,2558,9,3 +2556,14989,1,female,suspected,2014-08-19,2014-09-09,2559,10,0 +2557,13966,48,female,confirmed,NA,2016-05-19,2560,8,4 +2558,12532,61,female,confirmed,2015-06-23,2015-03-27,2561,9,6 +2559,12871,92,male,NA,2014-08-13,2014-09-20,2562,10,0 +2560,11959,85,male,confirmed,NA,2016-03-01,2563,8,7 +2561,12566,93,female,confirmed,2015-08-29,2015-10-20,2564,8,11 +2562,14057,40,male,NA,2015-04-23,2014-09-28,2565,10,0 +2563,12177,55,female,suspected,2014-12-23,2014-04-16,2566,10,5 +2564,14678,43,male,NA,NA,2015-09-01,2567,9,1 +2565,13993,4,female,confirmed,NA,2014-11-28,2568,9,10 +2566,12986,12,NA,NA,NA,2016-08-20,2569,8,1 +2567,12014,41,female,NA,2014-01-07,2015-02-10,2570,9,7 +2568,12963,25,male,NA,2014-06-21,2015-02-05,2571,9,7 +2569,14867,66,female,NA,NA,2016-09-15,2572,8,0 +2570,12542,45,NA,suspected,NA,2014-04-12,2573,10,5 +2571,12081,85,male,NA,2014-05-15,2015-05-11,2574,9,4 +2572,14210,32,male,NA,2015-07-06,2014-05-03,2575,10,4 +2573,13174,28,male,suspected,2015-03-27,2015-10-04,2576,8,11 +2574,13578,7,female,NA,2015-09-17,2016-09-14,2577,8,0 +2575,13223,5,male,NA,NA,2015-03-24,2578,9,6 +2576,14421,52,female,confirmed,2015-07-25,2015-10-26,2579,8,11 +2577,13099,78,NA,suspected,NA,2014-08-31,2580,10,1 +2578,12801,16,male,NA,NA,2015-07-26,2581,9,2 +2579,12427,49,male,confirmed,NA,2014-11-30,2582,9,10 +2580,13758,90,female,confirmed,NA,2015-10-18,2583,8,11 +2581,12143,24,male,confirmed,NA,2014-06-27,2584,10,3 +2582,12255,57,NA,NA,2015-05-08,2016-03-21,2585,8,6 +2583,12837,89,female,suspected,2015-06-13,2014-12-21,2586,9,9 +2584,14089,27,female,NA,NA,2016-09-03,2587,8,0 +2585,12462,89,male,NA,2014-05-31,2015-02-07,2588,9,7 +2586,14324,39,female,NA,2014-08-10,2016-06-18,2589,8,3 +2587,12877,79,female,confirmed,NA,2016-08-10,2590,8,1 +2588,12794,77,female,NA,NA,2015-08-29,2591,9,1 +2589,14116,12,female,NA,NA,2015-04-22,2592,9,5 +2590,12839,22,female,suspected,NA,2016-08-05,2593,8,1 +2591,14564,61,female,confirmed,2014-10-14,2015-09-04,2594,9,0 +2592,14647,34,male,suspected,NA,2015-08-10,2595,9,1 +2593,12082,11,female,NA,2015-05-19,2016-02-05,2596,8,7 +2594,13325,98,female,NA,2015-09-19,2014-11-12,2597,9,10 +2595,13281,33,NA,confirmed,2015-02-22,2015-02-21,2598,9,7 +2596,13814,73,female,NA,2014-01-12,2014-11-12,2599,9,10 +2597,13508,23,male,suspected,NA,2015-06-17,2600,9,3 +2598,13166,38,male,suspected,2014-06-07,2014-06-25,2601,10,3 +2599,14095,44,female,suspected,2015-08-24,2016-03-13,2602,8,6 +2600,13473,50,female,confirmed,NA,2016-08-15,2603,8,1 +2601,12872,6,male,suspected,NA,2016-10-02,2604,7,11 +2602,13399,59,female,NA,2014-09-17,2015-02-13,2605,9,7 +2603,12319,25,male,confirmed,NA,2015-07-19,2606,9,2 +2604,12947,49,female,suspected,2015-04-12,2014-09-29,2607,10,0 +2605,14235,8,male,confirmed,2015-11-15,2016-08-01,2608,8,2 +2606,13484,49,female,NA,2014-06-28,2014-10-25,2609,9,11 +2607,14388,34,female,NA,2014-12-22,2015-05-15,2610,9,4 +2608,13581,100,male,NA,NA,2016-11-17,2611,7,10 +2609,12539,55,female,confirmed,2014-03-28,2016-08-26,2612,8,1 +2610,12978,49,male,NA,NA,2014-02-22,2613,10,7 +2611,14541,38,male,NA,NA,2015-01-28,2614,9,8 +2612,14242,100,female,NA,NA,2015-03-15,2615,9,6 +2613,13824,43,male,confirmed,NA,2015-07-22,2616,9,2 +2614,14014,46,female,NA,NA,2015-03-16,2617,9,6 +2615,13674,35,female,suspected,NA,2015-09-12,2618,9,0 +2616,12905,46,female,NA,2015-05-26,2014-11-19,2619,9,10 +2617,12103,76,female,NA,2014-06-26,2014-06-06,2620,10,3 +2618,14302,53,female,NA,NA,2015-08-14,2621,9,1 +2619,13324,30,male,confirmed,2015-03-19,2015-11-13,2622,8,10 +2620,12488,43,female,suspected,NA,2014-12-06,2623,9,9 +2621,12427,21,NA,suspected,NA,2014-04-14,2624,10,5 +2622,14669,8,female,confirmed,NA,2015-07-21,2625,9,2 +2623,12120,69,male,confirmed,NA,2015-04-28,2626,9,5 +2624,13352,74,female,suspected,2014-04-09,2016-11-26,2627,7,10 +2625,14709,8,female,confirmed,2015-04-16,2016-01-08,2628,8,8 +2626,14100,2,female,NA,NA,2015-07-12,2629,9,2 +2627,12707,0,male,suspected,2015-10-24,2015-08-22,2630,9,1 +2628,13976,100,male,NA,2015-05-22,2015-11-05,2631,8,10 +2629,12231,90,NA,confirmed,NA,2014-12-16,2632,9,9 +2630,13687,13,female,confirmed,2015-08-18,2016-06-29,2633,8,3 +2631,14403,49,NA,confirmed,NA,2015-12-26,2634,8,9 +2632,12434,36,female,NA,NA,2015-07-05,2635,9,2 +2633,14611,8,male,confirmed,NA,2016-05-15,2636,8,4 +2634,14426,78,female,suspected,NA,2014-08-28,2637,10,1 +2635,13340,78,male,NA,2014-03-30,2015-08-26,2638,9,1 +2636,12097,10,male,confirmed,2014-05-05,2014-06-29,2639,10,3 +2637,13688,41,female,NA,2015-10-22,2015-11-12,2640,8,10 +2638,12499,18,male,NA,NA,2016-09-07,2641,8,0 +2639,12161,6,female,NA,NA,2015-04-10,2642,9,5 +2640,12647,26,male,NA,2015-11-14,2014-07-30,2643,10,2 +2641,13820,85,female,NA,2015-04-27,2014-05-23,2644,10,4 +2642,13378,45,female,NA,NA,2015-01-22,2645,9,8 +2643,12651,16,female,suspected,NA,2015-03-17,2646,9,6 +2644,12687,34,female,NA,2014-07-04,2015-08-04,2647,9,1 +2645,13636,35,male,NA,2014-09-21,2014-02-10,2648,10,7 +2646,14303,87,NA,NA,NA,2015-05-12,2649,9,4 +2647,13614,7,female,NA,2015-06-08,2014-10-11,2650,9,11 +2648,13454,15,female,confirmed,2014-09-24,2014-10-15,2651,9,11 +2649,13528,74,female,NA,2014-08-24,2016-07-05,2652,8,2 +2650,13877,68,male,NA,2014-06-05,2016-07-22,2653,8,2 +2651,13690,14,female,NA,NA,2014-11-17,2654,9,10 +2652,13275,59,female,NA,NA,2014-12-22,2655,9,9 +2653,13066,25,male,confirmed,NA,2014-11-19,2656,9,10 +2654,14211,96,female,suspected,2014-03-05,2015-07-31,2657,9,2 +2655,14635,66,female,NA,2015-06-25,2014-06-13,2658,10,3 +2656,12938,71,female,suspected,2014-11-24,2015-07-27,2659,9,2 +2657,14433,74,female,NA,2014-08-30,2015-12-22,2660,8,9 +2658,14873,9,male,NA,NA,2014-08-06,2661,10,1 +2659,14934,71,male,suspected,NA,2016-08-05,2662,8,1 +2660,14387,82,female,suspected,NA,2016-01-21,2663,8,8 +2661,14918,23,female,suspected,NA,2014-12-15,2664,9,9 +2662,13944,48,female,suspected,NA,2014-08-27,2665,10,1 +2663,12039,28,male,NA,2015-03-23,2016-05-17,2666,8,4 +2664,14868,91,female,NA,2015-01-26,2016-01-08,2667,8,8 +2665,13616,44,female,suspected,NA,2015-02-17,2668,9,7 +2666,12899,64,female,NA,2014-08-12,2014-05-27,2669,10,4 +2667,12039,40,male,NA,2014-12-24,2015-04-27,2670,9,5 +2668,13889,27,female,NA,NA,2014-11-05,2671,9,10 +2669,13791,52,male,NA,NA,2015-01-07,2672,9,8 +2670,12088,54,female,NA,NA,2014-10-08,2673,9,11 +2671,14672,93,NA,NA,NA,2016-09-26,2674,8,0 +2672,12508,39,male,suspected,NA,2014-11-25,2675,9,10 +2673,13648,31,female,NA,NA,2016-03-07,2676,8,6 +2674,13410,72,female,confirmed,NA,2014-07-12,2677,10,2 +2675,14703,3,male,NA,2015-10-08,2015-12-21,2678,8,9 +2676,12754,75,NA,suspected,NA,2015-08-11,2679,9,1 +2677,13990,11,male,suspected,NA,2014-12-13,2680,9,9 +2678,13667,84,male,NA,2014-07-26,2015-08-28,2681,9,1 +2679,13474,92,female,suspected,2014-02-11,2015-06-29,2682,9,3 +2680,14693,87,female,NA,2015-05-02,2015-04-15,2683,9,5 +2681,13231,97,male,suspected,2014-11-14,2015-01-22,2684,9,8 +2682,13475,2,female,suspected,NA,2014-11-23,2685,9,10 +2683,12787,9,female,NA,NA,2016-12-10,2686,7,9 +2684,13013,53,male,NA,NA,2015-02-11,2687,9,7 +2685,14457,97,NA,suspected,2014-06-19,2015-11-14,2688,8,10 +2686,12655,47,female,NA,2015-01-26,2014-06-05,2689,10,3 +2687,12210,74,male,NA,2014-03-20,2014-06-27,2690,10,3 +2688,13132,45,male,NA,2015-11-03,2016-07-30,2691,8,2 +2689,14191,31,female,confirmed,2015-07-05,2015-07-11,2692,9,2 +2690,12574,76,male,suspected,2014-11-16,2014-06-09,2693,10,3 +2691,14385,67,female,suspected,NA,2016-05-28,2694,8,4 +2692,13684,13,NA,confirmed,2015-05-22,2015-09-08,2695,9,0 +2693,14830,68,female,NA,NA,2015-07-09,2696,9,2 +2694,13842,81,male,suspected,NA,2016-07-03,2697,8,2 +2695,13072,41,female,NA,2014-10-20,2014-07-09,2698,10,2 +2696,14580,82,male,suspected,NA,2015-07-09,2699,9,2 +2697,14089,88,female,suspected,2014-01-08,2016-04-29,2700,8,5 +2698,14945,80,female,suspected,NA,2015-08-01,2701,9,2 +2699,14086,10,female,NA,2014-09-22,2014-10-11,2702,9,11 +2700,12711,87,NA,NA,2015-05-07,2014-05-29,2703,10,4 +2701,14176,57,male,suspected,2015-09-17,2016-10-20,2704,7,11 +2702,13763,31,male,NA,NA,2016-02-20,2705,8,7 +2703,14018,75,male,suspected,2015-02-26,2015-10-05,2706,8,11 +2704,14628,8,female,NA,2015-02-20,2014-06-16,2707,10,3 +2705,13353,43,male,NA,2014-12-05,2014-04-21,2708,10,5 +2706,14365,41,NA,confirmed,NA,2014-03-10,2709,10,6 +2707,12911,94,male,NA,NA,2014-12-13,2710,9,9 +2708,13819,16,male,confirmed,2015-02-18,2016-05-08,2711,8,4 +2709,14541,22,male,confirmed,NA,2014-11-01,2712,9,10 +2710,14581,95,female,NA,2014-02-04,2014-08-21,2713,10,1 +2711,14745,41,male,NA,2015-01-20,2014-08-10,2714,10,1 +2712,13205,41,female,NA,NA,2016-09-01,2715,8,0 +2713,12398,32,male,NA,2014-05-24,2014-06-18,2716,10,3 +2714,12513,26,male,NA,2014-02-18,2014-08-02,2717,10,1 +2715,14221,29,female,NA,NA,2015-10-09,2718,8,11 +2716,12857,13,female,confirmed,NA,2016-11-06,2719,7,10 +2717,12136,59,female,NA,2015-06-15,2016-04-11,2720,8,5 +2718,12339,19,male,NA,NA,2016-09-09,2721,8,0 +2719,12677,78,male,confirmed,NA,2014-03-19,2722,10,6 +2720,13712,78,female,suspected,2015-01-30,2014-08-20,2723,10,1 +2721,13084,68,female,NA,2014-08-16,2014-06-27,2724,10,3 +2722,14236,61,female,NA,NA,2014-06-07,2725,10,3 +2723,12873,20,female,confirmed,2014-08-03,2014-03-27,2726,10,6 +2724,13309,45,male,confirmed,NA,2016-11-24,2727,7,10 +2725,14088,58,male,NA,NA,2016-08-01,2728,8,2 +2726,14168,31,NA,NA,NA,2014-04-18,2729,10,5 +2727,14445,33,male,NA,2015-04-13,2015-12-04,2730,8,9 +2728,11993,68,male,NA,NA,2014-04-08,2731,10,5 +2729,13430,57,female,NA,NA,2016-11-23,2732,7,10 +2730,14439,32,male,suspected,2014-02-11,2015-10-03,2733,8,11 +2731,13324,3,male,NA,NA,2016-10-11,2734,7,11 +2732,12118,82,male,confirmed,NA,2014-02-22,2735,10,7 +2733,12677,22,male,NA,2014-03-25,2015-10-11,2736,8,11 +2734,13543,0,male,NA,2014-09-23,2015-09-18,2737,9,0 +2735,14647,64,female,suspected,2015-06-10,2015-01-10,2738,9,8 +2736,13016,20,female,suspected,2014-11-21,2015-11-08,2739,8,10 +2737,12044,13,male,NA,2015-02-02,2016-02-18,2740,8,7 +2738,13365,37,female,confirmed,2014-04-28,2015-01-13,2741,9,8 +2739,13931,72,female,NA,NA,2015-11-06,2742,8,10 +2740,14710,74,male,confirmed,2015-04-17,2015-06-17,2743,9,3 +2741,13156,22,female,NA,2015-04-02,2014-10-22,2744,9,11 +2742,14449,11,female,suspected,2015-06-09,2014-10-07,2745,9,11 +2743,12351,35,male,NA,2014-07-30,2015-03-15,2746,9,6 +2744,14158,73,male,confirmed,2014-02-28,2015-02-19,2747,9,7 +2745,12280,68,female,suspected,2015-02-23,2015-02-01,2748,9,7 +2746,12055,85,female,suspected,2015-11-03,2015-04-29,2749,9,5 +2747,12101,80,male,confirmed,NA,2015-04-27,2750,9,5 +2748,13588,20,male,NA,2014-11-16,2015-03-24,2751,9,6 +2749,14949,66,male,confirmed,2015-02-08,2014-08-11,2752,10,1 +2750,13632,26,NA,suspected,2014-04-24,2015-05-11,2753,9,4 +2751,13093,95,female,NA,2014-05-28,2014-07-29,2754,10,2 +2752,13471,96,female,NA,NA,2015-12-25,2755,8,9 +2753,13000,91,female,confirmed,NA,2015-06-26,2756,9,3 +2754,13513,5,female,suspected,NA,2015-09-09,2757,9,0 +2755,12561,19,female,NA,NA,2015-02-17,2758,9,7 +2756,14003,88,female,NA,2014-05-10,2015-05-09,2759,9,4 +2757,13570,87,female,suspected,NA,2015-01-09,2760,9,8 +2758,12122,35,female,NA,NA,2015-03-05,2761,9,6 +2759,14975,46,female,NA,2014-03-29,2015-01-07,2762,9,8 +2760,13458,91,female,NA,2015-01-03,2015-02-07,2763,9,7 +2761,13012,46,male,NA,NA,2014-08-21,2764,10,1 +2762,14606,27,male,NA,2014-11-28,2016-05-06,2765,8,4 +2763,13819,57,female,suspected,NA,2016-05-29,2766,8,4 +2764,14430,33,male,NA,2014-07-11,2015-01-20,2767,9,8 +2765,11937,33,male,confirmed,2015-07-09,2014-10-05,2768,9,11 +2766,12026,19,male,NA,NA,2015-03-03,2769,9,6 +2767,14734,60,female,NA,2015-03-21,2014-12-12,2770,9,9 +2768,12892,1,male,NA,2015-01-21,2014-05-23,2771,10,4 +2769,13533,11,male,NA,2014-02-11,2014-11-24,2772,9,10 +2770,13215,70,male,confirmed,2014-10-05,2014-11-24,2773,9,10 +2771,14937,36,NA,NA,NA,2014-09-11,2774,10,0 +2772,13515,64,female,confirmed,2014-12-21,2015-07-25,2775,9,2 +2773,13558,99,female,NA,2015-06-09,2016-06-21,2776,8,3 +2774,12468,80,male,NA,NA,2014-11-13,2777,9,10 +2775,14697,71,female,NA,NA,2015-01-30,2778,9,8 +2776,13667,93,female,suspected,2015-07-05,2015-08-05,2779,9,1 +2777,14886,79,male,NA,2014-09-13,2016-07-09,2780,8,2 +2778,12149,6,male,suspected,NA,2016-08-02,2781,8,1 +2779,13350,41,female,suspected,NA,2015-01-14,2782,9,8 +2780,14135,2,male,NA,NA,2014-08-08,2783,10,1 +2781,13304,57,male,NA,2014-04-24,2015-01-13,2784,9,8 +2782,14896,4,female,NA,NA,2015-08-21,2785,9,1 +2783,14756,8,male,suspected,2015-01-12,2015-04-22,2786,9,5 +2784,12907,85,female,NA,2015-12-05,2016-10-04,2787,7,11 +2785,13131,42,male,suspected,NA,2015-09-12,2788,9,0 +2786,14958,97,male,suspected,NA,2015-09-14,2789,9,0 +2787,13159,97,female,suspected,NA,2016-07-19,2790,8,2 +2788,12519,91,male,NA,2014-10-15,2014-08-13,2791,10,1 +2789,14391,47,male,NA,2015-02-06,2015-11-05,2792,8,10 +2790,12626,94,male,NA,NA,2015-06-22,2793,9,3 +2791,13850,14,male,NA,2015-10-05,2016-04-18,2794,8,5 +2792,14037,70,female,confirmed,2015-07-11,2015-05-06,2795,9,4 +2793,13762,52,NA,suspected,2014-09-11,2015-01-10,2796,9,8 +2794,14798,55,male,confirmed,NA,2015-07-23,2797,9,2 +2795,13065,38,female,NA,NA,2015-05-19,2798,9,4 +2796,11912,80,female,suspected,NA,2015-05-15,2799,9,4 +2797,11975,8,male,suspected,2015-06-18,2015-02-06,2800,9,7 +2798,12893,31,female,NA,2014-07-13,2015-02-18,2801,9,7 +2799,14762,11,NA,suspected,2014-05-28,2015-07-26,2802,9,2 +2800,12592,99,male,NA,2014-05-13,2014-09-26,2803,10,0 +2801,14914,7,female,confirmed,2015-05-18,2015-05-17,2804,9,4 +2802,14977,46,female,confirmed,2014-01-05,2016-08-14,2805,8,1 +2803,11989,7,female,NA,NA,2015-01-29,2806,9,8 +2804,12972,32,male,NA,2015-12-10,2016-12-03,2807,7,9 +2805,13341,54,male,suspected,NA,2014-12-29,2808,9,9 +2806,14280,73,male,NA,NA,2014-07-11,2809,10,2 +2807,13738,10,female,NA,2015-01-01,2014-06-17,2810,10,3 +2808,12706,28,NA,suspected,2014-12-27,2016-06-25,2811,8,3 +2809,13960,54,female,NA,2015-01-01,2015-05-13,2812,9,4 +2810,14888,65,male,suspected,2015-02-19,2015-08-21,2813,9,1 +2811,12681,20,female,NA,2015-11-09,2014-05-12,2814,10,4 +2812,13601,44,female,NA,NA,2014-10-08,2815,9,11 +2813,13158,2,female,NA,2015-03-11,2016-10-13,2816,7,11 +2814,14618,35,female,suspected,2014-06-15,2015-06-12,2817,9,3 +2815,13901,68,female,NA,NA,2015-09-30,2818,9,0 +2816,13928,23,male,suspected,NA,2016-07-10,2819,8,2 +2817,13021,37,female,NA,NA,2014-09-04,2820,10,0 +2818,14431,NA,female,confirmed,NA,2015-02-16,2821,9,7 +2819,14019,45,male,NA,2014-06-16,2014-06-24,2822,10,3 +2820,11924,29,male,NA,2015-06-24,2015-07-15,2823,9,2 +2821,13024,64,male,confirmed,2014-12-21,2015-03-23,2824,9,6 +2822,13521,63,female,NA,2014-08-12,2016-03-24,2825,8,6 +2823,12354,43,female,confirmed,NA,2014-03-24,2826,10,6 +2824,14033,96,female,NA,2015-07-28,2015-08-21,2827,9,1 +2825,12554,69,NA,NA,NA,2015-04-23,2828,9,5 +2826,12430,74,NA,suspected,2015-08-18,2015-08-22,2829,9,1 +2827,13049,50,female,NA,NA,2016-03-19,2830,8,6 +2828,14854,31,male,NA,2015-05-13,2014-12-09,2831,9,9 +2829,13566,51,male,NA,2015-07-05,2014-06-29,2832,10,3 +2830,14886,33,male,NA,2014-11-13,2014-09-28,2833,10,0 +2831,13931,80,female,confirmed,2015-01-13,2015-08-22,2834,9,1 +2832,14603,28,male,confirmed,2014-02-25,2015-08-15,2835,9,1 +2833,14315,69,NA,suspected,2015-01-25,2015-02-11,2836,9,7 +2834,11967,45,male,NA,NA,2014-08-31,2837,10,1 +2835,14295,87,female,NA,NA,2015-02-14,2838,9,7 +2836,14668,2,female,NA,NA,2014-07-12,2839,10,2 +2837,12626,33,female,confirmed,NA,2014-07-31,2840,10,2 +2838,13698,71,NA,suspected,2015-11-05,2015-07-25,2841,9,2 +2839,14860,62,male,NA,2014-05-03,2014-03-31,2842,10,6 +2840,12588,72,NA,confirmed,NA,2015-04-02,2843,9,6 +2841,12548,50,male,NA,NA,2016-02-26,2844,8,7 +2842,14267,70,male,confirmed,2015-01-10,2015-06-10,2845,9,3 +2843,13070,32,female,NA,NA,2015-01-20,2846,9,8 +2844,12223,25,female,NA,NA,2016-03-11,2847,8,6 +2845,14561,45,male,NA,NA,2015-06-21,2848,9,3 +2846,12993,34,NA,NA,2014-08-08,2014-09-17,2849,10,0 +2847,13207,19,female,NA,2015-02-20,2015-02-10,2850,9,7 +2848,13437,85,male,suspected,2015-11-23,2014-07-28,2851,10,2 +2849,12420,53,NA,suspected,2015-12-04,2015-03-04,2852,9,6 +2850,14306,67,male,NA,2015-06-23,2016-07-03,2853,8,2 +2851,12324,93,male,confirmed,NA,2016-08-09,2854,8,1 +2852,14012,20,NA,NA,NA,2014-05-20,2855,10,4 +2853,11905,56,female,confirmed,NA,2015-08-21,2856,9,1 +2854,11925,100,male,NA,2014-09-20,2016-10-04,2857,7,11 +2855,12380,31,male,NA,2015-12-07,2014-06-09,2858,10,3 +2856,13674,96,female,suspected,2014-03-08,2015-01-03,2859,9,8 +2857,12533,0,male,NA,NA,2014-03-25,2860,10,6 +2858,13776,19,NA,NA,NA,2016-10-11,2861,7,11 +2859,14171,29,female,suspected,2014-03-25,2015-02-16,2862,9,7 +2860,11972,98,female,confirmed,NA,2014-03-20,2863,10,6 +2861,13832,61,female,suspected,2015-07-23,2016-01-26,2864,8,8 +2862,12177,82,male,confirmed,2014-06-11,2016-06-09,2865,8,3 +2863,14606,86,male,suspected,2014-10-25,2014-08-04,2866,10,1 +2864,13872,84,female,suspected,2015-01-02,2015-10-13,2867,8,11 +2865,12450,23,female,NA,2015-11-24,2014-02-25,2868,10,7 +2866,12451,46,NA,NA,NA,2016-07-30,2869,8,2 +2867,13789,98,NA,NA,2014-10-03,2016-06-25,2870,8,3 +2868,13144,92,male,NA,2014-04-30,2016-03-26,2871,8,6 +2869,14593,4,male,NA,2015-10-28,2014-10-24,2872,9,11 +2870,14284,85,female,confirmed,NA,2016-11-01,2873,7,10 +2871,14413,53,NA,confirmed,NA,2014-09-06,2874,10,0 +2872,13609,69,female,NA,2015-04-18,2015-03-28,2875,9,6 +2873,14667,23,female,confirmed,NA,2014-08-22,2876,10,1 +2874,14759,43,female,confirmed,NA,2014-11-11,2877,9,10 +2875,14924,98,male,NA,2015-03-30,2016-08-25,2878,8,1 +2876,12955,100,male,NA,NA,2014-07-14,2879,10,2 +2877,12662,63,male,suspected,2014-08-22,2015-01-01,2880,9,8 +2878,12530,84,male,suspected,NA,2016-06-20,2881,8,3 +2879,12267,0,female,suspected,NA,2014-05-25,2882,10,4 +2880,13992,100,female,NA,NA,2016-08-14,2883,8,1 +2881,14627,49,female,confirmed,NA,2015-04-14,2884,9,5 +2882,14275,28,male,NA,2014-07-10,2015-07-26,2885,9,2 +2883,14372,18,NA,suspected,NA,2014-07-19,2886,10,2 +2884,14006,81,male,NA,2015-01-17,2015-08-06,2887,9,1 +2885,14519,53,male,suspected,NA,2014-06-07,2888,10,3 +2886,13877,66,female,confirmed,2015-02-16,2015-09-30,2889,9,0 +2887,14527,58,female,suspected,NA,2014-10-14,2890,9,11 +2888,13383,63,female,confirmed,NA,2015-12-10,2891,8,9 +2889,12176,45,male,NA,2015-02-25,2015-01-30,2892,9,8 +2890,14684,16,female,suspected,2015-10-13,2014-12-04,2893,9,9 +2891,13784,92,female,NA,NA,2016-10-01,2894,8,0 +2892,12126,NA,female,NA,2014-05-12,2014-06-04,2895,10,3 +2893,13060,27,male,NA,NA,2015-05-09,2896,9,4 +2894,12381,23,female,NA,2015-02-10,2015-04-05,2897,9,5 +2895,13234,22,male,NA,NA,2015-03-18,2898,9,6 +2896,12183,72,male,NA,NA,2015-03-13,2899,9,6 +2897,12986,73,female,NA,2014-02-11,2014-08-14,2900,10,1 +2898,14152,44,female,NA,NA,2014-10-04,2901,9,11 +2899,13745,7,female,NA,2014-08-05,2016-08-28,2902,8,1 +2900,14823,45,male,NA,2015-07-28,2015-03-12,2903,9,6 +2901,11929,60,male,confirmed,2015-01-24,2014-12-03,2904,9,9 +2902,12831,27,NA,suspected,2014-07-23,2015-04-10,2905,9,5 +2903,12194,97,female,confirmed,NA,2015-10-28,2906,8,11 +2904,14282,71,male,suspected,2015-01-13,2015-12-13,2907,8,9 +2905,14704,85,female,NA,2014-10-24,2014-12-23,2908,9,9 +2906,11930,33,male,suspected,2014-12-03,2014-05-03,2909,10,4 +2907,12129,89,male,confirmed,2015-05-12,2014-06-10,2910,10,3 +2908,13674,54,male,NA,2014-05-15,2015-12-12,2911,8,9 +2909,12231,65,male,confirmed,NA,2015-02-19,2912,9,7 +2910,14223,41,NA,NA,2014-07-29,2014-11-29,2913,9,10 +2911,13486,51,female,confirmed,NA,2016-05-10,2914,8,4 +2912,14969,37,male,suspected,NA,2015-02-17,2915,9,7 +2913,12904,11,male,NA,NA,2015-05-25,2916,9,4 +2914,12731,33,NA,NA,NA,2014-09-30,2917,10,0 +2915,13868,82,female,suspected,NA,2014-07-24,2918,10,2 +2916,14163,53,male,NA,NA,2014-07-31,2919,10,2 +2917,13229,56,female,NA,2015-06-15,2016-04-11,2920,8,5 +2918,14753,8,female,NA,NA,2014-05-04,2921,10,4 +2919,14847,46,female,NA,2015-11-24,2016-04-10,2922,8,5 +2920,14217,89,male,confirmed,NA,2016-09-21,2923,8,0 +2921,14779,86,male,NA,2015-06-30,2015-06-28,2924,9,3 +2922,14434,80,male,NA,2015-10-12,2015-01-24,2925,9,8 +2923,14441,89,female,confirmed,2015-01-21,2014-05-10,2926,10,4 +2924,13527,32,male,NA,NA,2015-01-08,2927,9,8 +2925,13384,79,female,suspected,NA,2014-09-25,2928,10,0 +2926,12306,15,female,confirmed,2015-06-14,2014-07-28,2929,10,2 +2927,12560,64,male,confirmed,2015-07-14,2015-06-30,2930,9,3 +2928,13774,41,female,suspected,NA,2014-05-26,2931,10,4 +2929,13841,30,female,NA,2014-03-23,2015-04-18,2932,9,5 +2930,14561,66,female,suspected,NA,2016-08-24,2933,8,1 +2931,12192,60,male,confirmed,2014-05-14,2015-06-16,2934,9,3 +2932,14569,60,female,NA,2015-07-21,2014-02-07,2935,10,7 +2933,14666,15,male,NA,2014-09-11,2015-03-16,2936,9,6 +2934,14720,86,female,NA,2014-03-05,2015-08-04,2937,9,1 +2935,12596,100,female,NA,2014-09-07,2016-10-11,2938,7,11 +2936,12007,100,NA,NA,2015-06-07,2014-07-07,2939,10,2 +2937,14833,5,female,confirmed,2015-01-21,2016-08-29,2940,8,1 +2938,14402,14,male,NA,NA,2015-05-11,2941,9,4 +2939,13471,71,female,confirmed,2015-08-20,2014-09-16,2942,10,0 +2940,13359,82,female,NA,2015-04-25,2014-10-31,2943,9,11 +2941,11974,5,male,NA,2014-02-28,2014-12-05,2944,9,9 +2942,12745,23,male,NA,2015-01-07,2014-08-08,2945,10,1 +2943,12990,89,male,confirmed,NA,2014-12-25,2946,9,9 +2944,14587,76,female,NA,2014-07-27,2014-02-03,2947,10,7 +2945,14270,35,female,confirmed,2015-04-21,2014-08-28,2948,10,1 +2946,13904,14,female,NA,NA,2014-05-04,2949,10,4 +2947,14578,65,male,NA,2014-03-26,2015-09-02,2950,9,0 +2948,13323,72,female,NA,2014-09-09,2015-01-11,2951,9,8 +2949,14223,26,female,suspected,NA,2014-07-06,2952,10,2 +2950,12569,54,female,confirmed,NA,2014-07-25,2953,10,2 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+2986,12619,64,male,confirmed,2015-01-07,2015-05-28,2989,9,4 +2987,12548,51,female,suspected,2014-04-13,2015-05-25,2990,9,4 +2988,12144,30,male,suspected,2015-09-25,2015-04-11,2991,9,5 +2989,14349,75,NA,NA,NA,2015-06-11,2992,9,3 +2990,13018,95,female,suspected,2014-10-22,2016-05-29,2993,8,4 +2991,14508,24,female,NA,NA,2015-04-05,2994,9,5 +2992,14056,9,female,suspected,2015-04-27,2014-11-23,2995,9,10 +2993,14315,35,male,NA,2014-08-23,2015-03-17,2996,9,6 +2994,14473,80,male,suspected,2015-10-16,2015-02-05,2997,9,7 +2995,14212,65,male,confirmed,2014-03-30,2015-03-06,2998,9,6 +2996,14183,74,male,NA,NA,2014-06-22,2999,10,3 +2997,14671,71,female,confirmed,NA,2015-09-07,3000,9,0 +2998,12041,17,female,suspected,NA,2015-01-03,3001,9,8 +2999,13051,85,male,NA,NA,2014-09-18,3002,10,0 +3000,12575,81,female,confirmed,NA,2014-07-21,3003,10,2 +3001,11965,18,female,confirmed,2015-01-27,2014-05-25,3004,10,4 +3002,12524,69,NA,suspected,2015-09-08,2014-02-12,3005,10,7 +3003,14735,7,female,confirmed,NA,2015-01-01,3006,9,8 +3004,12256,0,female,confirmed,NA,2016-02-28,3007,8,7 +3005,12137,61,NA,NA,2014-04-13,2014-11-14,3008,9,10 +3006,12310,63,female,confirmed,2014-09-12,2015-09-26,3009,9,0 +3007,14172,86,female,suspected,NA,2014-09-12,3010,10,0 +3008,13023,37,male,confirmed,NA,2016-08-17,3011,8,1 +3009,13928,73,male,suspected,2015-09-20,2014-03-19,3012,10,6 +3010,13960,41,female,NA,2014-03-16,2015-05-13,3013,9,4 +3011,12451,13,male,NA,NA,2015-08-16,3014,9,1 +3012,12928,1,female,NA,2015-06-13,2015-03-11,3015,9,6 +3013,13368,98,male,suspected,2015-10-13,2014-07-16,3016,10,2 +3014,12950,67,male,NA,NA,2014-03-31,3017,10,6 +3015,11907,50,male,NA,2015-12-06,2015-05-02,3018,9,5 +3016,13258,34,female,NA,2015-06-17,2016-10-09,3019,7,11 +3017,12211,97,female,NA,NA,2014-10-19,3020,9,11 +3018,13490,17,female,suspected,NA,2014-09-12,3021,10,0 +3019,14260,49,male,NA,2015-06-24,2016-10-04,3022,7,11 +3020,13261,30,female,suspected,2015-07-20,2014-06-04,3023,10,3 +3021,14523,84,NA,confirmed,2015-09-27,2014-10-21,3024,9,11 +3022,13236,100,female,suspected,NA,2015-09-17,3025,9,0 +3023,13352,60,female,suspected,NA,2014-02-11,3026,10,7 +3024,14716,1,NA,suspected,NA,2014-09-02,3027,10,0 +3025,12078,64,male,NA,NA,2015-02-25,3028,9,7 +3026,12470,80,female,NA,NA,2015-08-18,3029,9,1 +3027,12232,16,male,confirmed,NA,2014-10-10,3030,9,11 +3028,13801,99,male,NA,2014-06-20,2016-10-11,3031,7,11 +3029,14581,14,female,suspected,NA,2015-06-28,3032,9,3 +3030,12570,17,male,NA,NA,2015-11-08,3033,8,10 +3031,14810,28,female,NA,2015-07-17,2016-06-01,3034,8,4 +3032,13100,45,female,confirmed,2014-09-13,2015-02-09,3035,9,7 +3033,12043,89,male,confirmed,NA,2015-05-25,3036,9,4 +3034,14630,23,male,NA,2015-11-01,2016-10-23,3037,7,11 +3035,12881,62,female,suspected,2015-05-21,2014-06-29,3038,10,3 +3036,14497,69,male,suspected,2015-08-18,2014-08-14,3039,10,1 +3037,12068,84,NA,NA,NA,2016-11-25,3040,7,10 +3038,12739,7,female,confirmed,2015-09-17,2016-02-24,3041,8,7 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+12134,9037,35,female,suspected,2015-01-14,2015-01-17,12137,9,8 +12135,9038,35,female,suspected,2015-01-14,2015-01-17,12138,9,8 +12136,9039,1,male,suspected,2015-01-14,2015-01-26,12139,9,8 +12137,9040,50,female,suspected,2015-01-14,2015-01-15,12140,9,8 +12138,9041,NA,female,suspected,2015-01-14,2015-01-17,12141,9,8 +12139,9042,0,male,suspected,2015-01-14,2015-01-18,12142,9,8 +12140,9043,40,male,suspected,2015-01-14,2015-01-28,12143,9,8 +12141,9044,40,male,suspected,2015-01-14,2015-01-20,12144,9,8 +12142,9045,24,male,confirmed,2015-01-15,2015-01-25,12145,9,8 +12143,9046,85,male,confirmed,2015-01-15,2015-02-22,12146,9,7 +12144,9047,30,female,confirmed,2015-01-15,2015-01-22,12147,9,8 +12145,9048,22,male,confirmed,2015-01-15,2015-01-24,12148,9,8 +12146,9049,NA,male,confirmed,2015-01-15,2015-01-19,12149,9,8 +12147,9050,29,male,confirmed,2015-01-15,2015-01-19,12150,9,8 +12148,9051,27,male,confirmed,2015-01-15,2015-01-24,12151,9,8 +12149,9052,35,male,confirmed,2015-01-15,2015-01-22,12152,9,8 +12150,9053,6,male,confirmed,2015-01-15,2015-01-22,12153,9,8 +12151,9054,7,male,confirmed,2015-01-15,2015-01-25,12154,9,8 +12152,9055,1,female,confirmed,2015-01-15,2015-01-19,12155,9,8 +12153,9056,65,male,confirmed,2015-01-15,2015-01-18,12156,9,8 +12154,9057,30,female,confirmed,2015-01-15,2015-01-18,12157,9,8 +12155,9058,1,female,confirmed,2015-01-15,2015-01-17,12158,9,8 +12156,9059,35,female,confirmed,2015-01-15,2015-01-17,12159,9,8 +12157,9060,3,female,confirmed,2015-01-15,2015-01-22,12160,9,8 +12158,9061,20,male,suspected,2015-01-15,2015-01-16,12161,9,8 +12159,9062,22,female,suspected,2015-01-15,2015-01-16,12162,9,8 +12160,9063,30,female,suspected,2015-01-15,2015-01-24,12163,9,8 +12161,9064,25,female,suspected,2015-01-15,2015-01-19,12164,9,8 +12162,9065,45,male,suspected,2015-01-15,2015-01-19,12165,9,8 +12163,9066,NA,male,suspected,2015-01-15,2015-01-18,12166,9,8 +12164,9067,35,male,suspected,2015-01-15,2015-01-18,12167,9,8 +12165,9068,10,male,suspected,2015-01-15,2015-01-31,12168,9,8 +12166,9069,0,male,suspected,2015-01-15,2015-01-20,12169,9,8 +12167,9070,47,male,suspected,2015-01-15,2015-01-22,12170,9,8 +12168,9071,80,male,suspected,2015-01-15,2015-01-22,12171,9,8 +12169,9072,13,male,suspected,2015-01-15,2015-01-16,12172,9,8 +12170,9073,85,male,suspected,2015-01-15,2015-01-17,12173,9,8 +12171,9074,20,male,suspected,2015-01-15,2015-01-17,12174,9,8 +12172,9075,35,female,suspected,2015-01-15,2015-01-17,12175,9,8 +12173,9076,32,male,suspected,2015-01-15,2015-01-17,12176,9,8 +12174,9077,NA,female,suspected,2015-01-15,2015-01-17,12177,9,8 +12175,9078,42,male,suspected,2015-01-15,2015-02-09,12178,9,7 +12176,9079,31,male,suspected,2015-01-15,2015-01-19,12179,9,8 +12177,9080,3,male,suspected,2015-01-15,2015-01-15,12180,9,8 +12178,9081,86,female,suspected,2015-01-15,2015-01-17,12181,9,8 +12179,9082,22,female,suspected,2015-01-15,2015-01-17,12182,9,8 +12180,9083,36,female,suspected,2015-01-15,2015-01-17,12183,9,8 +12181,9084,32,female,suspected,2015-01-15,2015-01-18,12184,9,8 +12182,9085,22,female,suspected,2015-01-15,2015-01-18,12185,9,8 +12183,9086,75,male,suspected,2015-01-15,2015-01-18,12186,9,8 +12184,9087,85,female,suspected,2015-01-15,2015-01-19,12187,9,8 +12185,9088,10,male,suspected,2015-01-15,2015-01-22,12188,9,8 +12186,9089,3,male,suspected,2015-01-15,2015-01-22,12189,9,8 +12187,9090,1,male,suspected,2015-01-15,2015-01-24,12190,9,8 +12188,9091,NA,NA,suspected,2015-01-15,2015-01-24,12191,9,8 +12189,9092,NA,NA,suspected,2015-01-15,2015-01-24,12192,9,8 +12190,9093,1,male,suspected,2015-01-15,2015-01-21,12193,9,8 +12191,9094,30,female,confirmed,2015-01-16,2015-01-18,12194,9,8 +12192,9095,7,male,confirmed,2015-01-16,2015-01-20,12195,9,8 +12193,9096,68,male,confirmed,2015-01-16,2015-01-17,12196,9,8 +12194,9097,9,male,confirmed,2015-01-16,2015-01-20,12197,9,8 +12195,9098,1,female,confirmed,2015-01-16,2015-01-18,12198,9,8 +12196,9099,30,female,confirmed,2015-01-16,2015-01-21,12199,9,8 +12197,9100,25,male,confirmed,2015-01-16,2015-01-19,12200,9,8 +12198,9101,22,female,confirmed,2015-01-16,2015-01-20,12201,9,8 +12199,9102,50,female,confirmed,2015-01-16,2015-01-20,12202,9,8 +12200,9103,42,female,confirmed,2015-01-16,2015-01-24,12203,9,8 +12201,9104,48,female,confirmed,2015-01-16,2015-01-17,12204,9,8 +12202,9105,11,female,confirmed,2015-01-16,2015-01-20,12205,9,8 +12203,9106,16,female,suspected,2015-01-16,2015-01-17,12206,9,8 +12204,9107,3,male,suspected,2015-01-16,2015-01-17,12207,9,8 +12205,9108,10,male,suspected,2015-01-16,2015-01-17,12208,9,8 +12206,9109,28,male,suspected,2015-01-16,2015-01-20,12209,9,8 +12207,9110,24,NA,suspected,2015-01-16,2015-01-17,12210,9,8 +12208,9111,35,male,suspected,2015-01-16,2015-01-20,12211,9,8 +12209,9112,35,male,suspected,2015-01-16,2015-01-23,12212,9,8 +12210,9113,8,male,suspected,2015-01-16,2015-01-17,12213,9,8 +12211,9114,10,male,suspected,2015-01-16,2015-01-17,12214,9,8 +12212,9115,NA,female,suspected,2015-01-16,2015-01-17,12215,9,8 +12213,9116,NA,NA,suspected,2015-01-16,2015-01-17,12216,9,8 +12214,9117,58,NA,suspected,2015-01-16,2015-01-17,12217,9,8 +12215,9118,2,male,suspected,2015-01-16,2015-01-17,12218,9,8 +12216,9119,5,female,suspected,2015-01-16,2015-01-19,12219,9,8 +12217,9120,24,female,suspected,2015-01-16,2015-01-24,12220,9,8 +12218,9121,90,female,suspected,2015-01-16,2015-01-28,12221,9,8 +12219,9122,6,female,confirmed,2015-01-17,2015-01-22,12222,9,8 +12220,9123,58,female,confirmed,2015-01-17,2015-01-23,12223,9,8 +12221,9124,19,female,confirmed,2015-01-17,2015-01-20,12224,9,8 +12222,9125,44,male,confirmed,2015-01-17,2015-01-22,12225,9,8 +12223,9126,18,male,confirmed,2015-01-17,2015-01-21,12226,9,8 +12224,9127,54,female,confirmed,2015-01-17,2015-01-20,12227,9,8 +12225,9128,40,female,confirmed,2015-01-17,2015-01-20,12228,9,8 +12226,9129,38,male,confirmed,2015-01-17,2015-01-22,12229,9,8 +12227,9130,25,female,confirmed,2015-01-17,2015-01-20,12230,9,8 +12228,9131,12,female,confirmed,2015-01-17,2015-01-18,12231,9,8 +12229,9132,18,female,suspected,2015-01-17,2015-01-21,12232,9,8 +12230,9133,35,male,suspected,2015-01-17,2015-01-18,12233,9,8 +12231,9134,25,male,suspected,2015-01-17,2015-01-22,12234,9,8 +12232,9135,NA,female,suspected,2015-01-17,2015-01-22,12235,9,8 +12233,9136,80,male,suspected,2015-01-17,2015-01-22,12236,9,8 +12234,9137,35,male,suspected,2015-01-17,2015-01-20,12237,9,8 +12235,9138,42,male,suspected,2015-01-17,2015-01-20,12238,9,8 +12236,9139,91,NA,suspected,2015-01-17,2015-01-19,12239,9,8 +12237,9140,2,NA,suspected,2015-01-17,2015-01-19,12240,9,8 +12238,9141,42,male,suspected,2015-01-17,2015-01-19,12241,9,8 +12239,9142,1,male,suspected,2015-01-17,2015-01-19,12242,9,8 +12240,9143,60,female,suspected,2015-01-17,2015-01-28,12243,9,8 +12241,9144,3,male,suspected,2015-01-17,2015-01-20,12244,9,8 +12242,9145,15,female,suspected,2015-01-17,2015-01-20,12245,9,8 +12243,9146,18,female,suspected,2015-01-17,2015-01-20,12246,9,8 +12244,9147,70,female,suspected,2015-01-17,2015-01-20,12247,9,8 +12245,9148,NA,male,suspected,2015-01-17,2015-01-20,12248,9,8 +12246,9149,6,NA,suspected,2015-01-17,2015-01-20,12249,9,8 +12247,9150,1,male,suspected,2015-01-17,2015-01-22,12250,9,8 +12248,9151,36,male,confirmed,2015-01-18,2015-01-22,12251,9,8 +12249,9152,7,female,confirmed,2015-01-18,2015-01-23,12252,9,8 +12250,9153,26,female,confirmed,2015-01-18,2015-01-22,12253,9,8 +12251,9154,85,male,confirmed,2015-01-18,2015-01-22,12254,9,8 +12252,9155,32,male,confirmed,2015-01-18,2015-01-20,12255,9,8 +12253,9156,25,male,confirmed,2015-01-18,2015-01-23,12256,9,8 +12254,9157,47,female,confirmed,2015-01-18,2015-01-21,12257,9,8 +12255,9158,54,female,confirmed,2015-01-18,2015-01-21,12258,9,8 +12256,9159,20,male,confirmed,2015-01-18,2015-01-20,12259,9,8 +12257,9160,46,male,confirmed,2015-01-18,2015-01-21,12260,9,8 +12258,9161,25,female,confirmed,2015-01-18,2015-01-23,12261,9,8 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+12305,9208,NA,female,suspected,2015-01-19,2015-02-02,12308,9,7 +12306,9209,38,male,suspected,2015-01-19,2015-01-23,12309,9,8 +12307,9210,10,female,suspected,2015-01-19,2015-01-24,12310,9,8 +12308,9211,19,female,suspected,2015-01-19,2015-01-27,12311,9,8 +12309,9212,60,male,suspected,2015-01-19,2015-01-24,12312,9,8 +12310,9213,85,male,suspected,2015-01-19,2015-01-19,12313,9,8 +12311,9214,0,female,suspected,2015-01-19,2015-01-22,12314,9,8 +12312,9215,1,female,suspected,2015-01-19,2015-01-22,12315,9,8 +12313,9216,32,male,suspected,2015-01-19,2015-01-23,12316,9,8 +12314,9217,25,female,suspected,2015-01-19,2015-01-26,12317,9,8 +12315,9218,58,female,suspected,2015-01-19,2015-01-31,12318,9,8 +12316,9219,40,female,confirmed,2015-01-20,2015-01-25,12319,9,8 +12317,9220,25,male,confirmed,2015-01-20,2015-01-25,12320,9,8 +12318,9221,70,male,confirmed,2015-01-20,2015-01-22,12321,9,8 +12319,9222,33,female,confirmed,2015-01-20,2015-01-27,12322,9,8 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+13492,10395,NA,female,suspected,2015-03-22,2015-03-25,13495,9,6 +13493,10396,46,female,suspected,2015-03-22,2015-03-24,13496,9,6 +13494,10397,89,female,suspected,2015-03-22,2015-03-25,13497,9,6 +13495,10398,42,female,confirmed,2015-03-23,2015-03-25,13498,9,6 +13496,10399,NA,male,suspected,2015-03-23,2015-04-02,13499,9,6 +13497,10400,4,male,suspected,2015-03-23,2015-04-02,13500,9,6 +13498,10401,50,male,suspected,2015-03-23,2015-03-28,13501,9,6 +13499,10402,40,male,suspected,2015-03-23,2015-03-28,13502,9,6 +13500,10403,66,male,suspected,2015-03-23,2015-03-23,13503,9,6 +13501,10404,59,female,suspected,2015-03-23,2015-03-23,13504,9,6 +13502,10405,11,female,suspected,2015-03-23,2015-03-24,13505,9,6 +13503,10406,65,male,suspected,2015-03-23,2015-03-30,13506,9,6 +13504,10407,21,female,suspected,2015-03-23,2015-04-03,13507,9,5 +13505,10408,7,male,suspected,2015-03-23,2015-03-29,13508,9,6 +13506,10409,51,female,confirmed,2015-03-24,2015-03-26,13509,9,6 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+14152,11055,NA,female,suspected,2015-05-25,2015-05-30,14155,9,4 +14153,11056,NA,male,suspected,2015-05-25,2015-05-29,14156,9,4 +14154,11057,45,male,suspected,2015-05-25,2015-06-01,14157,9,4 +14155,11058,1,female,suspected,2015-05-25,2015-05-28,14158,9,4 +14156,11059,10,male,suspected,2015-05-25,2015-05-30,14159,9,4 +14157,11060,6,female,suspected,2015-05-25,2015-05-30,14160,9,4 +14158,11061,5,male,suspected,2015-05-25,2015-06-02,14161,9,4 +14159,11062,NA,male,suspected,2015-05-25,2015-05-26,14162,9,4 +14160,11063,42,male,suspected,2015-05-25,2015-05-29,14163,9,4 +14161,11064,1,female,suspected,2015-05-25,2015-05-28,14164,9,4 +14162,11065,58,female,confirmed,2015-05-26,2015-05-30,14165,9,4 +14163,11066,NA,female,suspected,2015-05-26,2015-06-02,14166,9,4 +14164,11067,17,male,suspected,2015-05-26,2015-05-29,14167,9,4 +14165,11068,NA,male,suspected,2015-05-26,2015-05-30,14168,9,4 +14166,11069,40,male,suspected,2015-05-26,2015-05-28,14169,9,4 +14167,11070,30,female,suspected,2015-05-26,2015-05-30,14170,9,4 +14168,11071,26,female,suspected,2015-05-26,2015-05-28,14171,9,4 +14169,11072,1,male,suspected,2015-05-26,2015-05-28,14172,9,4 +14170,11073,53,female,suspected,2015-05-26,2015-05-28,14173,9,4 +14171,11074,16,female,suspected,2015-05-26,2015-05-28,14174,9,4 +14172,11075,85,male,suspected,2015-05-26,2015-05-28,14175,9,4 +14173,11076,55,female,suspected,2015-05-26,2015-06-11,14176,9,3 +14174,11077,1,male,suspected,2015-05-26,2015-05-27,14177,9,4 +14175,11078,45,female,suspected,2015-05-26,2015-05-29,14178,9,4 +14176,11079,58,female,suspected,2015-05-27,2015-06-02,14179,9,4 +14177,11080,NA,male,suspected,2015-05-27,2015-05-28,14180,9,4 +14178,11081,1,male,suspected,2015-05-27,2015-05-30,14181,9,4 +14179,11082,92,male,suspected,2015-05-27,2015-05-27,14182,9,4 +14180,11083,NA,female,suspected,2015-05-27,2015-05-29,14183,9,4 +14181,11084,88,female,suspected,2015-05-27,2015-05-29,14184,9,4 +14182,11085,90,male,suspected,2015-05-27,2015-05-29,14185,9,4 +14183,11086,80,female,suspected,2015-05-27,2015-06-06,14186,9,3 +14184,11087,3,female,confirmed,2015-05-28,2015-05-28,14187,9,4 +14185,11088,29,male,confirmed,2015-05-28,2015-05-31,14188,9,4 +14186,11089,60,male,confirmed,2015-05-28,2015-05-31,14189,9,4 +14187,11090,33,male,confirmed,2015-05-28,2015-06-04,14190,9,3 +14188,11091,1,male,suspected,2015-05-28,2015-06-02,14191,9,4 +14189,11092,90,female,suspected,2015-05-28,2015-05-31,14192,9,4 +14190,11093,2,male,suspected,2015-05-28,2015-06-03,14193,9,3 +14191,11094,72,female,suspected,2015-05-28,2015-06-08,14194,9,3 +14192,11095,50,male,suspected,2015-05-28,2015-06-01,14195,9,4 +14193,11096,35,female,suspected,2015-05-28,2015-05-29,14196,9,4 +14194,11097,2,female,suspected,2015-05-28,2015-05-28,14197,9,4 +14195,11098,2,male,suspected,2015-05-28,2015-05-30,14198,9,4 +14196,11099,1,female,suspected,2015-05-28,2015-05-30,14199,9,4 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+14347,11250,75,female,suspected,2015-06-20,2015-07-09,14350,9,2 +14348,11251,40,male,suspected,2015-06-20,2015-07-20,14351,9,2 +14349,11252,65,female,suspected,2015-06-20,2015-06-23,14352,9,3 +14350,11253,6,female,confirmed,2015-06-21,2015-06-22,14353,9,3 +14351,11254,22,male,confirmed,2015-06-21,2015-06-29,14354,9,3 +14352,11255,0,female,confirmed,2015-06-21,2015-06-24,14355,9,3 +14353,11256,24,male,confirmed,2015-06-22,2015-06-25,14356,9,3 +14354,11257,68,female,suspected,2015-06-22,2015-07-02,14357,9,3 +14355,11258,48,female,confirmed,2015-06-23,2015-06-25,14358,9,3 +14356,11259,22,female,confirmed,2015-06-23,2015-06-27,14359,9,3 +14357,11260,2,female,suspected,2015-06-23,2015-07-07,14360,9,2 +14358,11261,21,female,suspected,2015-06-23,2015-07-09,14361,9,2 +14359,11262,45,male,suspected,2015-06-23,2015-06-26,14362,9,3 +14360,11263,3,NA,suspected,2015-06-23,2015-08-10,14363,9,1 +14361,11264,63,male,suspected,2015-06-23,2015-06-24,14364,9,3 +14362,11265,7,female,confirmed,2015-06-24,2015-06-28,14365,9,3 +14363,11266,60,female,confirmed,2015-06-24,2015-07-01,14366,9,3 +14364,11267,65,female,suspected,2015-06-24,2015-06-26,14367,9,3 +14365,11268,1,female,suspected,2015-06-24,2015-06-29,14368,9,3 +14366,11269,65,male,suspected,2015-06-24,2015-06-29,14369,9,3 +14367,11270,15,female,suspected,2015-06-24,2015-06-28,14370,9,3 +14368,11271,38,female,suspected,2015-06-24,2015-06-28,14371,9,3 +14369,11272,85,male,suspected,2015-06-24,2015-06-27,14372,9,3 +14370,11273,40,female,suspected,2015-06-24,2015-06-29,14373,9,3 +14371,11274,NA,male,suspected,2015-06-24,2015-06-29,14374,9,3 +14372,11275,60,male,suspected,2015-06-24,2015-06-29,14375,9,3 +14373,11276,NA,female,suspected,2015-06-24,2015-06-29,14376,9,3 +14374,11277,80,female,confirmed,2015-06-25,2015-07-01,14377,9,3 +14375,11278,2,female,suspected,2015-06-25,2015-06-29,14378,9,3 +14376,11279,80,male,suspected,2015-06-25,2015-07-10,14379,9,2 +14377,11280,50,female,confirmed,2015-06-26,2015-07-02,14380,9,3 +14378,11281,22,male,confirmed,2015-06-27,2015-06-29,14381,9,3 +14379,11282,NA,NA,suspected,2015-06-27,2015-06-30,14382,9,3 +14380,11283,1,male,suspected,2015-06-27,2015-07-07,14383,9,2 +14381,11284,75,male,suspected,2015-06-27,2015-07-05,14384,9,2 +14382,11285,13,female,confirmed,2015-06-28,2015-06-29,14385,9,3 +14383,11286,13,female,confirmed,2015-06-28,2015-07-03,14386,9,2 +14384,11287,3,male,suspected,2015-06-28,2015-06-30,14387,9,3 +14385,11288,6,female,suspected,2015-06-28,2015-07-03,14388,9,2 +14386,11289,65,male,suspected,2015-06-28,2015-06-30,14389,9,3 +14387,11290,27,female,suspected,2015-06-28,2015-06-30,14390,9,3 +14388,11291,35,male,suspected,2015-06-28,2015-07-01,14391,9,3 +14389,11292,22,female,suspected,2015-06-28,2015-07-14,14392,9,2 +14390,11293,50,male,suspected,2015-06-29,2015-07-01,14393,9,3 +14391,11294,1,female,suspected,2015-06-29,2015-07-02,14394,9,3 +14392,11295,4,female,confirmed,2015-06-30,2015-07-02,14395,9,3 +14393,11296,4,female,confirmed,2015-06-30,2015-07-01,14396,9,3 +14394,11297,16,female,suspected,2015-06-30,2015-07-03,14397,9,2 +14395,11298,NA,male,suspected,2015-07-01,2015-07-03,14398,9,2 +14396,11299,NA,male,suspected,2015-07-01,2015-07-03,14399,9,2 +14397,11300,1,male,suspected,2015-07-01,2015-07-03,14400,9,2 +14398,11301,1,male,suspected,2015-07-01,2015-07-06,14401,9,2 +14399,11302,NA,female,suspected,2015-07-01,2015-07-12,14402,9,2 +14400,11303,40,male,suspected,2015-07-01,2015-07-12,14403,9,2 +14401,11304,NA,female,suspected,2015-07-01,2015-07-03,14404,9,2 +14402,11305,33,male,suspected,2015-07-01,2015-07-05,14405,9,2 +14403,11306,7,female,suspected,2015-07-01,2015-07-15,14406,9,2 +14404,11307,1,female,suspected,2015-07-01,2015-07-15,14407,9,2 +14405,11308,32,male,confirmed,2015-07-02,2015-07-05,14408,9,2 +14406,11309,2,female,confirmed,2015-07-02,2015-07-06,14409,9,2 +14407,11310,3,female,suspected,2015-07-02,2015-07-04,14410,9,2 +14408,11311,NA,male,suspected,2015-07-02,2015-07-08,14411,9,2 +14409,11312,NA,male,suspected,2015-07-02,2015-07-12,14412,9,2 +14410,11313,35,male,suspected,2015-07-02,2015-07-24,14413,9,2 +14411,11314,NA,female,suspected,2015-07-02,2015-07-04,14414,9,2 +14412,11315,NA,male,suspected,2015-07-02,2015-07-05,14415,9,2 +14413,11316,2,female,confirmed,2015-07-03,2015-07-04,14416,9,2 +14414,11317,73,female,suspected,2015-07-03,2015-07-10,14417,9,2 +14415,11318,NA,female,suspected,2015-07-03,2015-07-06,14418,9,2 +14416,11319,24,male,suspected,2015-07-03,2015-07-29,14419,9,2 +14417,11320,60,male,suspected,2015-07-03,2015-07-06,14420,9,2 +14418,11321,42,male,suspected,2015-07-03,2015-07-07,14421,9,2 +14419,11322,1,female,confirmed,2015-07-04,2015-07-12,14422,9,2 +14420,11323,60,male,confirmed,2015-07-04,2015-07-07,14423,9,2 +14421,11324,NA,female,suspected,2015-07-04,2015-07-06,14424,9,2 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+35,12 @@ your dataset, a process commonly referred to as "tagging." Additionally, it's cr validate that these tagged columns are not inadvertently deleted during further data processing steps. - This episode focuses tagging and validate outbreak data using the [linelist](https://epiverse-trace.github.io/linelist/) package. +This episode focuses tagging and validate outbreak data using the [linelist](https://epiverse-trace.github.io/linelist/) package. Let's start by loading the package `{rio}` to read data and the package `{linelist}` to create a linelist. We'll use the pipe `%>%` to connect some of their functions, including others from the package `{dplyr}`, so let's also call to the tidyverse package: -```{r} +```{r,eval=TRUE,message=FALSE,warning=FALSE} # Load packages library(tidyverse) # for {dplyr} functions and the pipe %>% library(rio) # for importing data From c9caa2347df8de08c454a085e8095a3609a8f8ea Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:55:40 +0100 Subject: [PATCH 08/14] relocate discussion --- episodes/validate.Rmd | 34 +++++++++++++++++++++------------- 1 file changed, 21 insertions(+), 13 deletions(-) diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index ecd653c8..44983a0e 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -82,9 +82,25 @@ cleaned_data <- rio::import( dplyr::as_tibble() # Convert to tibble for better data display # Display the first five rows of the dataset -dplyr::slice_head(cleaned_data, n = 5) +cleaned_data ``` +:::::::::::::::::::::::: discussion + +Have you ever experienced an unexpected change of variable type when running a lengthy analysis during an emergency response? What actions did you take to overcome this inconvenience? + +Imagine you automated your analysis to read your date directly from source, but the people in charge of the data collection decided to remove a variable you found useful. How can you detect if the data input is still **valid** to replicate the analysis code you wrote the day before? + +:::::::::::::::::::::::: + +:::::::::::::::::::::::: instructor + +If learners do not have an experience to share, we as instructors can share one. + +An scenario like this usually happens when the institution doing the analysis is not the same as the institution collecting the data. The later can make decisions about the data structure that can affect downstream processes, impacting the time or the accuracy of the analysis results. + +:::::::::::::::::::::::: + ## Creating a linelist and tagging elements Then we convert the cleaned case data into a `linelist` object using `{linelist}` package, see the @@ -271,21 +287,13 @@ The `Error` message inform us that in order to **validate** our linelist, we mus ::::::::::::::::::::::::: -::::::::::::::::::::::::: discussion - -Have you ever experienced an unexpected change of variable type when running a lengthy analysis during an emergency response? What actions did you take to overcome this inconvenience? - -Imagine you automated your analysis to read your date directly from source, but the people in charge of the data collection decided to remove a variable you found useful. What step along the `{linelist}` workflow of tagging and validating would response to the absence of a variable? - -::::::::::::::::::::::::: +::::::::::::::::::::::::: challenge -:::::::::::::::::::::::::: instructor +What step along the `{linelist}` workflow of tagging and validating would response to the absence of a variable? -If learners do not have an experience to share, we as instructors can share one. - -An scenario like this usually happens when the institution doing the analysis is not the same as the institution collecting the data. The later can make decisions about the data structure that can affect downstream processes, impacting the time or the accuracy of the analysis results. +:::::::::::::::::::::::::: solution -About losing variables, you can suggest learners to simulate this scenario: +About losing variables, you can simulate this scenario: ```{r} cleaned_data %>% From 7b07479806e0bd7f012faaec308cd54357da0abd Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:56:18 +0100 Subject: [PATCH 09/14] recover edits done in previous commits --- episodes/validate.Rmd | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index 44983a0e..8be9146a 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -189,8 +189,7 @@ linelist::validate_linelist(linelist_data) Let's **validate** tagged variables. Let's simulate that in an ongoing outbreak; the next day, your data has a new set of entries (i.e., rows or observations) but one variable change of data type. -For example, the variable: -- `age` changes of type from a double (``) variable to character (``), +For example, let's make the variable `age` change of type from a double (``) variable to character (``). To simulate it: @@ -307,6 +306,9 @@ cleaned_data %>% :::::::::::::::::::::::::: +::::::::::::::::::::::::: + + ## Safeguarding Safeguarding is implicitly built into the linelist objects. If you try to drop any of the tagged @@ -372,9 +374,9 @@ linelist::tags_df(linelist_data) This allows, the extraction of use tagged-only columns in downstream analysis, which will be useful for the next episode! -:::::::::::::::::::::::::::::::::::: callout +:::::::::::::::::::::::::::::::::::: checkpoint -### When I should use `{linelist}`? +### When should I use `{linelist}`? Data analysis during an outbreak response or mass-gathering surveillance demands a different set of "data safeguards" if compared to usual research situations. For example, your data will change or be updated over time (e.g. new entries, new variables, renamed variables). @@ -387,6 +389,6 @@ Check the "Get started" vignette section about ::::::::::::::::::::::::::::::::::::: keypoints -- Use `{linelist}` package to tagg, validate, and prepare case data for downstream analysis. +- Use `{linelist}` package to tag, validate, and prepare case data for downstream analysis. :::::::::::::::::::::::::::::::::::::::::::::::: From 9cc9e6130a4a3804885c392e40600d57ca21efde Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:56:38 +0100 Subject: [PATCH 10/14] rename episodes as in previos version --- episodes/clean-data.Rmd | 2 +- episodes/validate.Rmd | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index 8a213592..c3b5efa0 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -1,5 +1,5 @@ --- -title: 'Data cleaning' +title: 'Clean case data' teaching: 20 exercises: 10 --- diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index 8be9146a..eaa5a785 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -1,5 +1,5 @@ --- -title: 'Data validation' +title: 'Validate case data' teaching: 10 exercises: 2 --- From 720f3cd09ca2b45883cf99062a3f78b886fde0e6 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:57:32 +0100 Subject: [PATCH 11/14] add challenges and discussions --- episodes/clean-data.Rmd | 150 +++++++++++++++++++++++++++++++++++++++- 1 file changed, 149 insertions(+), 1 deletion(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index c3b5efa0..e6e817b6 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -177,7 +177,7 @@ sim_ebola_data <- cleanepi::remove_duplicates(sim_ebola_data) ::::::::::::::::::::: spoiler -### How many rows you removed? What rows where removed? +#### How many rows you removed? What rows where removed? You can get the number and location of the duplicated rows that where found. Run `cleanepi::print_report()`, wait for the report to open in your browser, and find the "Duplicates" tab. @@ -188,6 +188,62 @@ cleanepi::print_report(sim_ebola_data) ::::::::::::::::::::: +::::::::::::::::::::: challenge + +In the following data frame: + +```{r,echo=FALSE,eval=TRUE} +library(tidyverse) + +#create dataset +df <- tibble( + col1 = c(1,2), + col2 = c(1,3) +) %>% + mutate(col3 = rep("a",nrow(.))) %>% + mutate(col4 = rep("b",nrow(.))) %>% + mutate(col5 = rep(NA_Date_, nrow(.))) %>% + # mutate(col6 = rep(NA_Date_, nrow(.))) %>% + # mutate(col7 = rep(NA_Date_, nrow(.))) %>% + add_row(col1 = NA_integer_, col3 = "a") %>% + add_row(col1 = NA_integer_, col3 = "a") %>% + add_row(col1 = NA_integer_, col3 = "a") %>% + add_row(col1 = NA_integer_) + +df +``` + +What columns or rows are: + +- duplicates? +- empty? +- constant? + +::::::::::::::::::::: + +::::::::::::::: instructor + +- duplicated rows: 3, 4, 5 +- empty rows: 6 +- empty cols: 5 +- constant rows: 6 +- constant cols: 5 + +Notice to learners that the user can create new constant columns or rows after removing some initial ones. + +```{r} +df %>% + cleanepi::remove_constants() + +df %>% + cleanepi::remove_constants() %>% + cleanepi::remove_constants() +``` + + +::::::::::::::: + + ### Replacing missing values In addition to the regularities, raw data can contain missing values that may be encoded by different strings, including the empty. To ensure robust analysis, it is a good practice to replace all missing values by `NA` in the entire dataset. Below is a code snippet demonstrating how you can achieve this in `{cleanepi}`: @@ -247,6 +303,14 @@ sim_ebola_data This function coverts the values in the target columns, or will automatically figure out the date columns within the dataset (if `target_columns = NULL`) and convert them into the **Ymd** format. +::::::::::::::::::: discussion + +#### How is this possible? + +We invite you to find the key package that works internally by reading the Details section of the [Standardize date variables reference manual](https://epiverse-trace.github.io/cleanepi/reference/standardize_dates.html#details)! + +::::::::::::::::::: + ### Converting to numeric values In the raw dataset, some column can come with mixture of character and numerical values, and you want to covert the character values explicitly into numeric. For example, in our simulated data set, in the age column some entries are written in words. @@ -384,6 +448,90 @@ sim_ebola_data %>% After executing the function `cleanepi::timespan()`, two new columns named `years_since_collection` and `remainder_months` are added to the **sim_ebola_data** dataset, containing the calculated time elapsed since the date of sample collection for each case, measured in years, and the remaining time measured in months. +::::::::::::::::::::::::::::::::::::::::::::::: challenge + +Age data is useful in any downstream analysis. You can categorize it to generate stratified estimates. + +Read the `test_df.RDS` data frame within the `{cleanepi}` package: + +```{r} +dat <- readRDS( + file = system.file("extdata", "test_df.RDS", package = "cleanepi") +) %>% + dplyr::as_tibble() +``` + +Calculate the age in years of the subjects with date of birth, and the remainder time un months. Clean and standardize the required elements to get this done. + +:::::::::::::::::::::::::::: hint + +Before calculating the age, you may need to: + +- standardize column names +- standardize dates columns +- replace missing as strings to a valid missing entry + +:::::::::::::::::::::::::::: + +:::::::::::::::::::::::::: solution + +```{r} +dat_clean <- dat %>% + # standardize column names and dates + cleanepi::standardize_column_names() %>% + cleanepi::standardize_dates( + target_columns = c("date_of_birth","date_first_pcr_positive_test") + ) %>% + # replace from strings to a valid missing entry + cleanepi::replace_missing_values( + target_columns = "sex", + na_strings = "-99") %>% + # calculate the age in 'years' and return the remainder in 'months' + cleanepi::timespan( + target_column = "date_of_birth", + end_date = Sys.Date(), + span_unit = "years", + span_column_name = "age_in_years", + span_remainder_unit = "months" + ) +``` + +Now, How would you categorize a numerical variable? + +:::::::::::::::::::::::::: + +:::::::::::::::::::::::::: solution + +The simplest alternative is using `Hmisc::cut2()`. You can also use `dplyr::case_when()` however, this requires more lines of code and is more appropriate for custom categorizations. Here we provide one solution using `base::cut()`: + +```{r} +dat_clean %>% + # select to conveniently view timespan output + dplyr::select( + study_id, + sex, + date_first_pcr_positive_test, + date_of_birth, + age_in_years + ) %>% + # categorize the age numerical variable [add as a challenge hint] + dplyr::mutate( + age_category = base::cut( + x = age_in_years, + breaks = c(0,20,35,60,Inf), # replace with max value if known + include.lowest = TRUE, + right = FALSE + ) + # age_category = Hmisc::cut2(x = age_in_years,cuts = c(20,35,60)) + ) +``` + +You can investigate the maximum values of variables using `skimr::skim()` + +:::::::::::::::::::::::::: + +::::::::::::::::::::::::::::::::::::::::::::::: + ## Multiple operations at once Performing data cleaning operations individually can be time-consuming and error-prone. The `{cleanepi}` package simplifies this process by offering a convenient wrapper function called `clean_data()`, which allows you to perform multiple operations at once. From 7e43afb95a3530dd1cb5d7f02007bf69faa3e864 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 01:58:02 +0100 Subject: [PATCH 12/14] relevel some titles --- episodes/clean-data.Rmd | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index e6e817b6..e1f538e0 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -277,7 +277,7 @@ Note that our simulated dataset does contain duplicated subject IDS. ::::::::::::::::: spoiler -### How to correct the subject IDs? +#### How to correct the subject IDs? Let's print a preliminary report with `cleanepi::print_report(sim_ebola_data)`. Focus on the "Unexpected subject ids" tab to identify what IDs require an extra treatment. @@ -357,7 +357,7 @@ any inconsistencies or errors in the chronological order of events, allowing you ::::::::::::::::: spoiler -### What are the incorrect date sequences? +#### What are the incorrect date sequences? Let's print another preliminary report with `cleanepi::print_report(sim_ebola_data)`. Focus on the "Incorrect date sequence" tab to identify what IDs had this issue. @@ -397,7 +397,7 @@ This approach simplifies the data cleaning process, ensuring that categorical da :::::::::::::::::::::::::: spoiler -### How to create your own data dictionary? +#### How to create your own data dictionary? Note that, when the column in the dataset contains values that are not in the dictionary, the function `cleanepi::clean_using_dictionary()` will raise an error. @@ -596,6 +596,7 @@ You can view the report using the function `cleanepi::print_report(cleaned_data) +:::::::::::::::::::::::::::::::::::: ::::::::::::::::::::::::::::::::::::: keypoints From ae0a464b31fc3d3a99ed2588c26f7cc72809f935 Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 02:16:30 +0100 Subject: [PATCH 13/14] fix linting and callout box format --- episodes/clean-data.Rmd | 45 +++++++++++++++++++++-------------------- episodes/validate.Rmd | 2 +- 2 files changed, 24 insertions(+), 23 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index e1f538e0..afd789f7 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -197,17 +197,15 @@ library(tidyverse) #create dataset df <- tibble( - col1 = c(1,2), - col2 = c(1,3) -) %>% - mutate(col3 = rep("a",nrow(.))) %>% - mutate(col4 = rep("b",nrow(.))) %>% - mutate(col5 = rep(NA_Date_, nrow(.))) %>% - # mutate(col6 = rep(NA_Date_, nrow(.))) %>% - # mutate(col7 = rep(NA_Date_, nrow(.))) %>% - add_row(col1 = NA_integer_, col3 = "a") %>% + col1 = c(1, 2), + col2 = c(1, 3) +) %>% + mutate(col3 = rep("a", nrow(.))) %>% + mutate(col4 = rep("b", nrow(.))) %>% + mutate(col5 = rep(NA_Date_, nrow(.))) %>% + add_row(col1 = NA_integer_, col3 = "a") %>% + add_row(col1 = NA_integer_, col3 = "a") %>% add_row(col1 = NA_integer_, col3 = "a") %>% - add_row(col1 = NA_integer_, col3 = "a") %>% add_row(col1 = NA_integer_) df @@ -232,11 +230,11 @@ What columns or rows are: Notice to learners that the user can create new constant columns or rows after removing some initial ones. ```{r} -df %>% +df %>% cleanepi::remove_constants() -df %>% - cleanepi::remove_constants() %>% +df %>% + cleanepi::remove_constants() %>% cleanepi::remove_constants() ``` @@ -457,7 +455,7 @@ Read the `test_df.RDS` data frame within the `{cleanepi}` package: ```{r} dat <- readRDS( file = system.file("extdata", "test_df.RDS", package = "cleanepi") -) %>% +) %>% dplyr::as_tibble() ``` @@ -475,17 +473,20 @@ Before calculating the age, you may need to: :::::::::::::::::::::::::: solution +In the solution we add `date_first_pcr_positive_test` given that it will provide the temporal scale for descriptive and statistical downstream analysis of the disease outbreak. + ```{r} -dat_clean <- dat %>% +dat_clean <- dat %>% # standardize column names and dates - cleanepi::standardize_column_names() %>% + cleanepi::standardize_column_names() %>% cleanepi::standardize_dates( - target_columns = c("date_of_birth","date_first_pcr_positive_test") - ) %>% + target_columns = c("date_of_birth", "date_first_pcr_positive_test") + ) %>% # replace from strings to a valid missing entry cleanepi::replace_missing_values( target_columns = "sex", - na_strings = "-99") %>% + na_strings = "-99" + ) %>% # calculate the age in 'years' and return the remainder in 'months' cleanepi::timespan( target_column = "date_of_birth", @@ -559,7 +560,7 @@ cleaned_data <- raw_ebola_data %>% cleanepi::check_date_sequence( target_columns = c("date_onset", "date_sample") ) %>% - cleanepi::clean_using_dictionary(dictionary = test_dict) %>% + cleanepi::clean_using_dictionary(dictionary = test_dict) %>% cleanepi::timespan( target_column = "date_sample", end_date = Sys.Date(), @@ -570,11 +571,11 @@ cleaned_data <- raw_ebola_data %>% ``` ```{r,echo=FALSE,eval=TRUE} -cleaned_data %>% +cleaned_data %>% write_csv(file = file.path("data", "cleaned_data.csv")) ``` -:::::::::::::::::::::::::::::::::::: checkpoint +:::::::::::::::::::::::::::::::::::: checklist ### Printing the clean report diff --git a/episodes/validate.Rmd b/episodes/validate.Rmd index eaa5a785..1406aa47 100644 --- a/episodes/validate.Rmd +++ b/episodes/validate.Rmd @@ -374,7 +374,7 @@ linelist::tags_df(linelist_data) This allows, the extraction of use tagged-only columns in downstream analysis, which will be useful for the next episode! -:::::::::::::::::::::::::::::::::::: checkpoint +:::::::::::::::::::::::::::::::::::: checklist ### When should I use `{linelist}`? From 6299e761a9dc98b2bdfd638c63b4ffa121c9a10f Mon Sep 17 00:00:00 2001 From: Andree Valle Campos Date: Tue, 1 Oct 2024 02:17:07 +0100 Subject: [PATCH 14/14] add required solutions and hints to challenges --- episodes/clean-data.Rmd | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/episodes/clean-data.Rmd b/episodes/clean-data.Rmd index afd789f7..f6dddd72 100644 --- a/episodes/clean-data.Rmd +++ b/episodes/clean-data.Rmd @@ -137,17 +137,13 @@ sim_ebola_data <- cleanepi::standardize_column_names(raw_ebola_data) names(sim_ebola_data) ``` -::::::::::::::::::::::::::::::::::::: challenge - -- What differences you can observe in the column names? - -:::::::::::::::::::::::::::::::::::::::::::::::: - If you want to maintain certain column names without subjecting them to the standardization process, you can utilize the `keep` argument of the function `cleanepi::standardize_column_names()`. This argument accepts a vector of column names that are intended to be kept unchanged. ::::::::::::::::::::::::::::::::::::: challenge -Standardize the column names of the input dataset, but keep the first column names as it is. +- What differences you can observe in the column names? + +- Standardize the column names of the input dataset, but keep the first column names as it is. ::::::::::::::::: hint @@ -217,6 +213,12 @@ What columns or rows are: - empty? - constant? +::::::::::::::: hint + +Duplicates mostly refers to replicated rows. Empty rows or columns can be a subset within the set of constant rows or columns. + +::::::::::::::: + ::::::::::::::::::::: ::::::::::::::: instructor @@ -506,28 +508,27 @@ Now, How would you categorize a numerical variable? The simplest alternative is using `Hmisc::cut2()`. You can also use `dplyr::case_when()` however, this requires more lines of code and is more appropriate for custom categorizations. Here we provide one solution using `base::cut()`: ```{r} -dat_clean %>% +dat_clean %>% # select to conveniently view timespan output dplyr::select( study_id, sex, - date_first_pcr_positive_test, + date_first_pcr_positive_test, date_of_birth, age_in_years - ) %>% + ) %>% # categorize the age numerical variable [add as a challenge hint] dplyr::mutate( age_category = base::cut( x = age_in_years, - breaks = c(0,20,35,60,Inf), # replace with max value if known + breaks = c(0, 20, 35, 60, Inf), # replace with max value if known include.lowest = TRUE, right = FALSE ) - # age_category = Hmisc::cut2(x = age_in_years,cuts = c(20,35,60)) ) ``` -You can investigate the maximum values of variables using `skimr::skim()` +You can investigate the maximum values of variables using `skimr::skim()`. Instead of `base::cut()` you can also use `Hmisc::cut2(x = age_in_years,cuts = c(20,35,60))`, which gives calculate the maximum value and do not require more arguments. ::::::::::::::::::::::::::