Analyzing FHIR Data in a Tabular Format With R

Learning objectives

1. Understand the high-level approaches for converting FHIR-formatted data into tabular for analysis in R.
2. Learn how the fhircrackr library facilitates requesting data from a FHIR server, and creating tidy tabular data tables.

Relevant roles:

• Informaticist

Data analysis approaches in R typically uses data frames to store tabular data. There are two primary approaches to loading FHIR-formatted data into Pandas DataFrames:

1. Writing R code to manually convert FHIR instances in JSON format into data frames.

2. Using a purpose-built library like fhircrackr to automatically convert FHIR instances into DataFrames.

   It is recommended to try this approach first. If it is not possible to use fhircrackr for your use case, it may be easier to convert the data from FHIR to tabular format using Python and then export it to R format compared to doing this completely in R. The Reticulate package may facilitate this by allowing Python and R code to share data objects within RStduio.

To use fhircrackr, you will need a R runtime with fhircrackr installed. Typically R users work in the RStudio IDE but this is not strictly necessary.

1 FHIR testing server

The examples in this module use a FHIR testing server populated with Synthea data in FHIR R4 format via public HAPI Test Server operated by HAPI FHIR.

The endpoint for this testing server is:

https://hapi.fhir.org/baseR4

However, any FHIR server loaded with testing data can be used. See Standing up a FHIR Testing Server for instructions to set up your own test server.

The code blocks in the following section show sample output immediately after. This is similar to the code blocks and results in a rendered RMarkdown file.

2 Retrieving FHIR data

Once your environment is set up, you can run the following R code to retrieve instances of the Patient resource from a test server:

# Load dependencies
library(fhircrackr)
library(tidyverse) # Not strictly necessary, but helpful for working with data in R

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.1     ✔ tibble    3.2.1
✔ lubridate 1.9.3     ✔ tidyr     1.3.1
✔ purrr     1.0.2     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

# Define the URL of the FHIR server and the request that will be made
# Add a search parameter for Synthea-specific identifier system
request <- fhir_url(
    url = "https://hapi.fhir.org/baseR4",
    resource = "Patient",
    parameters = c(
        identifier = "https://github.com/synthetichealth/synthea|"
    )
)

# Perform the request
patient_bundle <- fhir_search(request = request, max_bundles = 1, verbose = 0)

# This method defines the mapping from FHIR to data frame columns.
# If the `cols` argument is omitted, all data elements will be included in the data frame.
table_desc_patient <- fhir_table_description(
    resource = "Patient"
)

# Convert to R data frame
df_patient <- fhir_crack(bundles = patient_bundle, design = table_desc_patient, verbose = 0)

df_patient %>% head(5)

It is easier to see the contents of this DataFrame by printing out its first row vertically:

df_patient[1, ] %>% t()

                                         1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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E6vFEI7UwlERkc+RrAA6xtbVc7HYLgWTsMmztnYcccQfHhUE1S1lLhAJndIGRCnuZPRsNQvbSb2I25mnd3VO0pOrP3e19iWlSdWSjEt8Q4wScZ6b7WrMtfIXy04B2IOrfOOwER7a+js23v2dj6Q2JV3k7gvR5JzLSZpjzb8qDDnO/YwoBBrLmOZYuMpsBqBOxuLjxXUJsXqsV1waSWSuB7cBzdLQTYbAXO5Fr9Sqb8GbK8ufJ6V9WoNG5791wt7x+vcZjS9GLWGtHnPtxpobqhYQhh1HqmTYli9bVRPhfEx7JSPTa8hzWgm3IWPMjn1WNa7zmYF9MA/55Zd3xO62SgpOxgbHquR1IVyKYAg2HwXP8k56s2CqQp5UUYCPCQ9gcJXNv4KIwX/tDvgFsrWhotYfBR2+aPgs1Q9ph48uxrsOEmN+rti/2hXIpSOQB/wA1Zn0fmhPR+aEdun1H3iRjYtbGhun6lPreebb+5X+3zR8E27h8F6qOOpj4vXBYXd8z6k1O+aPgr+w7gqUkId1sjotLRhVO6LXU7uHwTU7uaqrqbSNnEqi5pBtpJULjJbkiknsSyt1tIIbv4LHy4UJH6vOCzwFlkbbciPclh3LHCM1J4wjEvwnQ0ltS5x8VYSNdHIW6Xu8Q262XpyCC3zW/BMGam0tTVx19Ei3eFG3gs7U0gnBGoNJ6hYuoonQNNnueBysF5tuSKSexbICfnEHwUpdYX0uHtCl7Qj8FDJJvYr0rzTziZvpm3JzbrKQ4uaqR9NJDFHHKCJCRs8HaxvzFtrLCCQ9yma8kesQvTCVNPVoveJOAHOGTa/LhxOCDzt8bmTPh7dzXNeHCwDgG3ILbjexO3Nckpcgt4K1DOJNLj4xx2Ev7N2GS0ppPOWygxENfqeQW6w6xb+D4b9SpZPN6jtmnUbWIc248VsFPVGpp33MLWvP3QWtqB6G97i3Rbex4vcWmIxfo5y1pr313Rq69lCWvXv8A4NN4X+UMM8Z4w3K7sonDfPu1tUnEO1DSyNz/AFezbe+m3PmV3vfx+pcO4j5L+zbBKzDZMYgpRU1EMrZPMxM5hjBFgQRa+p2/OxtyJXIWZSfwRzDR55psUjzE3C5+yfROhfSPeJopG31HUBbUDyO5Hv7Wy43bXWIy9GTeEtX88Gpq2c4Z5dUlue0gbotP4WZyiz3kigzLHTMo5KkvbLStmEvZOa9zbE2HMNDhcDZwW4A3W+KQREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREJQBalxNzYMj5HxPNLqF2IChEf7GEvZdoXytjA1WNrFwN7HYKHE3N8WSck4pmY03n5w8Rg0rZQwvL5GsA1WOn1wb2O3Qrz1lrL0XFTPUXFfMLPk2gqq1jaPBnntxUCCJrb9oQ0dn2jdxpN/TG3M1bm5p21N1Kjwvq+xJTpuo8IusqZY+2bnOPjJjkbKCiqatgpMFd+yO1ETBEHGQ6QGiVuojSb2cNuZ7I/DZTi8uIPq2ya3hzYdGzTpaL2vudiferqmhmhjc2plbUyaydWnSACb20jYWv8A1qrt0svnd7d1Lypz1Nui7L9fM3VGmqSxFho0tt6O++wtv3pseYCAFAPC6pkxAW6BR3QA/NPwVeOn1tvqIWSi28Ixcktyhv3Jv3K580/HKeaf4QrLkl2MfEj3LbfuTfuVz5p/hCnmn45Tkl2HiR7ltv3IrjzX8clUntc0kWJ9yxaa3PVNN4RIiAH5p+CWXhmPcgA7giIClJCHctvYrd8RZ3lXqWHco5U4syUmtjHb9QR7lFXsjA9pFrexW74C1tw4lV5U3HbUmjUT3KI9iAD5oSx6ghRUZIWlTRtnaRqDb9yxNVhzodTmyud4ALYPcgA+a1Y47EkZuJqJBBILXD2hN/FbLU0bZwRqDb9wWIqsOdDqcJS63QBM43J41FLQsWuLTe6mMjiNOp1j0ClIsbFrhbvCh8UJOVPUydLinYwaXQiVwHrOCzVBVNqYfSbDpcNPZ2FiPmkW3H+9lqdz3lHHVGWOcXNtyPVZFedBS2NKzbgEnDrPNTxlpZ8PqKaCYAYKyM0nbCSMwvALQ4Agu1klu5uTvz7twrzvTZ9ydRZhjpo6GeoMgkom1AldCWyOaAXWadw0O5DZw58zrGE17ZGihqYo5YHkamvAIf3AtLdxfxXLM7ZfqeHuencZaKqwysip6lpOEdg6kLxJGYHBhaCAfSLtRA3uTc7O7jgvGfExb13rsn8MLRfNnOXlm4Sckj1cCi1Dhfm+LPOSaDM8NL5masyB9MZRIYnNe5ukuAFxtcbA2I2W33XYmrCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAtT4m5sZkjI+J5ofQurxQiP9jiXsjIXytjA1WNrF4N7HkpeJucI8lZIxbM3mZxE4d2QdSiYRFxkkYwDVY2trBvY8l55yxl6PinnyPivmCIYZh9VWxto8Gee3857CJrSe0IaOz7RouNJ1ekLDmatzc07am6lR4X1fb3klOm6jwiGVcuw8UM/ji3jsQwmhq66PzPBz93NSYImsuZSGgM1sF/RN7Obta577SxzwRObUzMqXl5OrTpsCb2tewtdKWOeKNzamZtQ8uJ16dIAJva1yNrqYbnYL57e3tS8qc89Oy7L9fM3NKkqawgd+lksejSq8dPqaDchXMcYaNJ39qrRpt7mTmlsW0dPrbfUQqkdPoN7kqu0W5AKNvAKZU0iJzbIBo7ggFuiiFFSGBCyW8FFEBC3glvBRRAQt4KGkdwUyICXSLcgqElNqOoEhXKlssHBPcJtPKLN8BY0m5Ko2PUELJEDuUkkYc21rKGVNrYljUa3LBFWfAWtJBJVH2qLbcmUlLYJt1CIhkSvYHAi3wVk9haSLG3er9SSMDxayiqU+ZZW5nCWPIsQoqL2FrrWNlKFUxjQsJ5WR7kAHzWqKIelrUUbZ7gkNv3BYCspnU0rmuJc3o6y2lUqiFtRE6J1hfqscEkKjTNUT2qvWUzqaVzXEuaOTrK2k2C8bwslyLUllEbtIIJBuN7jms3hNXFM3zCpgimhkAa9jwNMg6Nc3Tvb2rXd781Ox1wWusQRY3AN1hGpqeVaKnE07PeXa7IGdarjPRV2Gz+a1DSzC3Uxp+17RnYPDSCdwHF1yNzcnfY944U54peIGT6bMEEMNJO90jZ6JlSJ3U7mvc1ocbNPpNaHC7Rs7rzWjUU0bJA2SKCWMuGqJzbNltawNmncHfuNlz7N+CVeSs4VfG+jqsOmbSVDdOEmB0PaiSPzd9nAmzvSLrkbm5Pce94Lxrnxb13rsn8ElovmzlryydP0onq0G6itP4W5xiz5kqgzMykZQSVRlD6QVAmMRZI5gBdpbzDQ7kPWHPmdwXZGpCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCozyRRRiSWRrG3DdRNhckAfEkD3qsuU+VAf8A2E5lF9wKS/f/AG1CgOM5mpKbEfLMkpa+mFZA2SJwhe3UNTaBr2m3cHAOty23XoOmjfBHolJkc6WQgubp0jVcCw2Frj281z7ydGNbwcy72FM2J76iZ8koZbWe2lG553tZt99gQuhtOoXaC0OJda+9zzK+fcYuFXudscuVv2e5t7WDjH5kefJquYIeTioQQ3s43sroANHJaynDLyyWdTog0ADYBRAQKKskQREQBERAEREAREQBERAEREBCyh7VMoFASkCytZoubm/BXal6bqvOOoi2nlGPRVJxZ522VIKEuReVkiiIh6SSMDxays3sLXWsbK/UskYeLKKpT5llbmUJY8iwCiovbpcWqCqNYeCynlZCIiHpSqIW1MRidYX6rWq2ldDK6PUXAcitpCtK2lErXO6lYtaEtOXLI1NzS0qF7K9q4TG9zeZarKxVWSwy/CXMskQehsRtcEeKvYXtmb2MsVNNG97Q6KRgDZh0DgGm9irEc1FrtJ3sRcX2v1XsJ8rMalNTXtNJxnAJsi5yxHjNh5oaqlwycOdhDITSl4mb2DtJAIBBkDtxvck77H0NwtzY7PGRMMzS+hFAa7tb04k7QM0Svj9awvfRfl1XIM6YI/NGUK/BKWtZROrp4y57owWucHA2dsDcgC1jc2Gym4PZzqcpZwwrgXLhcdV5jJUj5ZjqCBKxzZalp7Is9HZwaRrNj1K+n8Av/vNHw6ksyXT/AOdMHH8QtvCqc0Vo/qei0UAVFdKa0IiIAiIgCIiAIiIAiIgCIiAIiIAiIgJHEN3c6zbcydl5PxHUfLWkMkTZSHNsz1hb5OFjy6bHwPxXWPKbmhk4IZriY8OfCaRsgB3aTUwkA+4g+9a55O1O37UeWpIadsUnnM0r5dFu0IllZz79J0332BC1XFbn7vbN4zzab7ZT1J6EOeXkdJdfUdTSL1D5Wt3Gk7cx37k+JJKnpwS8XHvVJhu27QQ1xL7HqSbkq9pwAwbbr57uzbv0I4KrbWFgpgpW81MOqsQ2K6IoiKQ9CIiAIiIAiIgCIiAIiIAiIgCIiAlUOiioBQz3MSlOLsNhurPqshbndWc4IedtlC11J6UuhTRAixLAQIiAt6iHcvurYK/kZrYWqyewtcW3VSrHDyienLKwyCIiiJQoC3UX3UUQGFxOC0j5hs1YiaL8JoW01sYlp3sA3JWBkZ2b3MO9lG4p6Ms05tLKMZbvUFczw2BcLK2VZpp4Zci01lFzBKw2jeAQ6RrgC0H0hax5HkbLRscwityTnau41R1MOLw4bM1r8Nc4wvc2SIwH0w1wBaXtNtO4vy2vubHWNzyuOl+qx+dsFfmjKGI4PT1rKN9bPEXyOjDmucHA2dsDezW2sb7DZbrhF67W4jLOFlJ6Z00ya2/t1VpvCy+nmdg4XZsdnjIuGZpdQDD3V4lPm4k7TRplez1rC99N+Q5rbF524RZ1qMpZxwjgbJh0VWKF9R/wzHOQJWOZJUsPZFvomzg0+kdxsSvRHMkL6zCSnFTi8p6ryONaabT6EyIizPAiIgCIiAIiIAiIgCIiAIiIAoH1h71FajxTza/I+Q8TzUyhFe6hEVqcydmH65WR+tY2trvy6IDzzilNTVXlsyRVULJowWSaHtDhqbhrXNNj1BAI8QF3uKJ1O0RkteDUzTxkbBt3k2Ita41d+/NcOyNQ1ucuLeCcYZo4MNpcbqZoI8NErppGdnRuiDteloILonHkLbDe+3c2gBobdwtJIbE3uC4WP1XXC8dqwqXC5HnCw/Y86mztoOK16lSDeQA77K9aNlZ04PaXttZXoWijsWKu4HNRUtlMOSnpvoQkyKAKipTIIiIAiIgCIiAIiIAiIgCIiAIigUBBQCEoFBJpsxBVKcDs3GyqqnP96csHsZR9ZFkiIoy6EREACtqiLcvurlSyM1sLVhOOVg9i8PJYBRUXtLCW3UFSaw8MtJ5WQiIh6QHce9YrFKIAPqmvsRYEdFllaYpc4fMA0uJIsB7UPYvD0MA9ge211ZSN0OLVfDqLEEcwRyVCoh5uuoKkcrKLtOWHhlqriJ4LWxuYHBs8Up2v6hB/qVuqkD3NkaWkesLg9Rff6lFBtNYJppOLyaBlmVs3lkU0rdgQ9pu3SbjDnAi1hbcHovW0MkczO0ieHtuRqB2uCQfrBXmbjJDDNwszbLLBTvliqabs5iy8hLXxNDg62x0yOb7Ce8rpXkx7cDMs/wAmp/pMq+u8GuvvNnF4xy4jvnOEtTh7yl4dZrvqdURAi3BTCIiAIiIAiIgCIiAIiIAiIgC5N5TkjJOB+aI2va58ZpA9oO7SamEi/dsQV1c8wvI+YaOlxDyz5aethjngD4pSyVoc0lmHte3Y/jNB9tlFWqKlTlUa9VN/AyisyS7nQvJ6Zq4Q5S1w62tfU2Om9j5xOLg+8hb/AA3ELb89IubWuVZYBh7cKwalw+MQ9nBU1MkIhYGNY0yucGhoFm2DwLDuV/0PVfMrioqtWVRLGW38WbylHkjjsXtOBoBVUKlB97CqhYR2IJbsFAbIll6YkRuogqUGyiN1NGWT1EyKAKXWZ6RRQul0BFFC6XQEUULpdARRQuoXQEyhdQuiZAuiXUu6jc+xiRJRAEUQCpz/AHpyqFUpyOzcLrx7GUfWRZoiKMuhERAECIgLeoh3L7q2Cv5G62FpKsns0uLbqpUjh5RPTeVhkERFEShB3EXF0T9KAwGJ+jWyHSQ3axA2VrI3WCL9yz+KW+T5nWFwR+dYBvKywazoTwemhYyN0OLVLexBvY37lc1EXN11aqrJYZdi8rJZZwwN+Zcl4jgtPXClfWOibqcwOaS2RrrHrc6Raxv4FVOEOdJ8pZuwngXNhkdWaJ1QPliOoIErHMkqWHstHomzg0+kbHkSsixzXRsic1pD6qHY9TraAtBwM38tClNgLsJ2AH/Rh7l3X2WuJuUqCfo4bx7dOpzfF6SWJ41zg9bIoDmfcorvDnwiIgCIiAIiIAiIgCIiAIiIDUOKWbH5HyJieaWUIr3UIitTuk7MP1ytj9axtbVfl0XA8lYfV514r4LxdnZDhlLjdRNDFhzZDNJH2dI6IO16QCCYnHcC2wF73HVPKg/cLzN7KT+lRLXPJ+a08JMneg147WoJuN/v1StJxuvOha+h/ueH5NMs2yTm8rY6FCwMi03dtJIbE32LuaiFLEfuTPFoubWup1wCWFg3aLiCXfTborlqsafZ9yVeg9ykjsVaiSehFECLIiFkBsiJsCOpNSgi95n3BHUmpQROZ9wR1JqUETmfcEdSalBE5n3BHUoXRE5n3AChuoovMAAIiIAiKBPegBI3urOc3ebHZVJpebR3cwrcrBvOhYpRa1YREWJOEREAREQAdVZ1H31yvArKe/auNioK2xJT3JEUAoqsWAiIgLTFLnDpgGlxJFgB4rAg7kWII5ghbQO4i+6wOJi2IygAAC3L2LFklN9C1kbraRdWMjdDi1X7dwrKo++uUNRLGS3Sby0KfSZWNLi06hpt37W+taXj+GVWTc913Ghk8WKx4VJGx2GPPYSPZJB5vfWGkAtL2m2ncXuQee5RuDSLgEEjmPFYDiuRJwmznIGsBdJTOc4AXJ7aEc7bbW6rccDuZ0buKg8czSfk2ijxOmp0W2tllHbuFea5M75CwzNMtF5i6v7Y+biTXoDZnsA1WF9m3vYc1ty5Z5MP7heWf5NT/SZV1Mcl9ZOOCIiAIiIAiIgCIiAIiIAiIgPN3GPOlfm3M+L8D6TByyfEJKcNxKoqA0QtaI6gns2tOoWYd9QO/LbfbeD+EPwPhzgGGSzNnloqmqZLJFcMuJ5QSLgEi5tc2JXLpT/76M3XaXmf+73LvNMGGBtow39kVF7Dme0O/t5/Fcdx+4n4iodMJ+/LRsbSKaz1z+hUaNLWtuTYW3UygL7qNj3FcubMBV4Jrei5UPcg9qJ4MJRTWGZAeBCiFawTfguKuQR0IUieSq4tPDIogKL0xCIiAIiIAiIgCIiAIiIAiIgCIoE96AE96tppebR3c0ml5tHdzVC/iVg30RPTp9WL+JREWJYCIiAIiIAiIgCp1AHZuNlUVOo+8u9ywl6rMluiyCioBRVItBERAQ7vaFgcT/bKX2N/Ms93e0LA4n+2Uvsb+ZeMzp7lsFbzxc33VcKSo+9uWE0mnkswbTWCyHrDfqtc4sytZwlzRE7UHVElO5vom332EWJ5D1Cd7LY/YbKYapGtjexkzJJ4mOjkbdrgXNvcW6cx+ZZWVbwLiFTGcNP5mVzS8Wk45xlGy+TNLFHwQyrG+QB8vnTWAndxFTMSB7gV1deScvwxQeWfC2GKOJr3SSubE3S0vfh7nOIFhzLiT1JNyvWreZ9i+zUavi041EsZSfxODnHlk12JkRFKYhERAEREAREQBERAEREB5Jf/AMtKf2y/0By71RW833tbzmpHP/ClcGd/y05vbL/QHLtVdXHDcvVeImJjm09bOXNfM2PY1GknU4WGxvuVw/H03dxS/KvqzZWjwveZmOCWT1QACbAlptdTjDqq/wDzR8LG68qcYuJ1DWZkzJggwKSRsFWaaGsixOWIgxFzCdDfRLSdVhbkeZ6cfOI0nysa00Ek0JB1QT1TnE3Ft3tDTz3+pZ0OBVJxzN49yf6mcrnXRn0IfBJFtIGjxuVT0kDv9i8x8DuIFKcz4Dluny52U1QJaZ1UMSk9MuJc0lrgR6O4Ft97g9D6NwLEG4ng1DiIhZCKthcGNcOYJFhbmdt1qbyyqWk8SX/fcWKdVTW5fg+KmY8tN7kqW1jZFRJmsrBcxzhxsRZVwRb1gseD4lAT85yyTIXST20MgD1uo3HerSOctFiCVMKr8Ur3KI3CXYubjvS471b+cn5hTzk/MKZQ5Jdi4uO9LjvVt5yfmFPOvxSmUOSXYubjvS471a+dfiJ51+ImUOSXYurjvS471a+dfiJ51+ImUOSXYubpcfOCtXT6mkAEKjv3lecxkqTe+hevcGNJBuqD5y4EWsqNzb1ii8bbJI00txfxKIi8JQiIgCIiAIgBJsFFrS6waLknuJQELHuKWPcVVZSzSA6dDSDb0mkWPjspzh9WxpcREbcrX/QsuWRg6kU8Nluqc/3l3uVd8bmbPa0d+5/QqNQCIXdfYo5+qzOLy1gsQoqAUVRLgREQEO72hYHE/wBspfY38yz3d7QsDif7ZS+xv5l4zOnuWoSRutpF0Ci3qvGsonTxqWEjdBLUZyZ/l4v9ZqmqfvjlK3kz/Lxf6zVWWk/eWc5j7jR8IFvLUpBa33Put/0YV6z/AAivJuEbeWpSC1vuf/lhXrL8Ir7RY/0tL/ivojgav8yXmTIiK4RBERAEREAREQBERAEREB5Kf/y05f5Un9Acstx2zA6k4dZxwM0Ehd8txUvbslbpY2QR1QcRzF7Oba1t736LFOH/AL6sn8qQ/wD7By0Dyia4M4n5xw97ZHNnlopGgSWa1zKZguR1NnOA7rnmtBcUI1eJx5ltFP4SLdKWKbPT3kyySy8DsruJGwqWnb8EVEoA+oLyv5UG3HTM1v8Asv8ARYlyy3ggC3iSTyQJPcrU0ohmbKWk6QbC9t7Gx+K9aeT3mGGbJeTMA82d2rpMRb2uoEfc3CQ7c7kVDR7ivIy7L5OdeX8T8lYcwFrYRiEjjfZznwSdPZG34LW8Tto16DUumvwTJ6M3B5/7roesgdTQRa3LbvUykjGmNgve7n39xUwXzs3KIpzQb8lFouW3G1/agIA2+KmjjdI4BpsXercG3v7lh84Y/HlXKlbmWSA1kNEBqp2uDHOc5waBuO9wPs6FckrOJkHEjC35Mo8vV+BvxQHVibn6207GkPJFgCQ4NLbXA3turdK1nOLqPSK3fZL2dTDLk+WK30O7ikqTzjtY2vpKiKOo+Z/8h8F5zp+FlO1vZDPuOSNZsDFEWt8bDWbc1X+1ZAf+veYPh/8A28SsW7BPHjfJk33a4/L8j0IKSflpA/zCqThoNibc7HxHtC8+S8KKeQaH57x4h1ra47gG/X0/FZWl4n/a8phkqqwTEMzVGE3/AOEhNp7cPPaAkFriC3Vptc+r8JIUaNf0bafNLfGMad9fbgjlTqwWZRO3C/ioAnvK1zJ2bIc04TR4vDh09EyrfI1sU9i8aSQTYdLjYm3NbIC1wu1zT36XdVTknGTi908PzQ10yQue9LnvTSR0KLw9HvREQBERAEREAREQBERou4ICIuC02HPmVoXFLONPlrLOMOnoW108csEMdKypLHS9o0uJu0amgNa4325c1tuO4nDg2BVOLTgPipHxl4MjWCxe1vrO2HrdSuI5cxybEfLLLvN3wNDp6Ls5g0uaIqRwJBBIF3MJuCdjZbjhVkrmrmfqrXzKVzV5VhHLM5cR8Nx+jxGlp8sS4cauRkjJW4zPMY9ItYtd6LgQXD1R6xK1HL2LUWE4vTYhNhIr44tXaU8lQ+Nst2kDdtiNzfnvay9ueU9q+0XmbXzvTWt3edxW+peCBuu3p0KcYcqWEzXqrNtPOx6c4QZ9hxbMOD0VFlg00tW2oge8Y66QEhpeHGJ4JFtJA3/CXbaCr+UMDpK8QiEVLS4M1A2s4i2219t18/sPqfM62KpMbZezdcxuJAPgbbr1twOzNTVXD7KGBGnMdRM6uia4gFp7F4eS3uJEzRv3OXLcZ4aoQdWmv+6vqX7ermSberep0oKKg0ktuW2UVxJugiIgId3tCwOJ/tlL7G/mWe7vaFgcT/bKX2N/MvGZ09y1Ci3qoBRb1XhMWdT99cpG+qz/AC8X+s1T1P31ylgALowdg2Vjz7GuB/qVZev7y1/s9xo+D/8ALVpf5H/la9ZD1ivJWAku8tGkJDh6B2cLH9rCvWUMjJBqY7ULkXHK4JB+sFfZ7H+lpf8AFfRHA1lipJe1lVEUCbHl0JV0iFworgHFDyh3ZHzzimVBk84iaDsj5yMR7LXribJ6vZOtbXbmeV10/hfnBueMjYXmd1I2hfX9qDTCXtNBZI9ltVgTs2/Ic0BuCIDdEAREQBERAEREB5MBt5akhPQy/wBAcue+UThMn2y84YsyVvYU1XRQuafWLpabWLezs3Lf32PlpSm9gDKb+ygcsvx4y+KjhznTGfPLv+XKer0WFiGMZTBvf+ET7vFaCvXhR4nHmfrRSXvkWqUeam32PJzVMqtbTPpKqWmksXxu0m3eqF1vd9TDbRkT1K655NmHTjivlbEibQTGuY0nvZTOuB3n7o0+9cnhjfNMyGNpc57g0NaLkk8gAvXHk+5bZBk/JWOmp+6MdiL+yLAQRK4R7O5ggQg+OojotZxO5jQt3zddPimSUoc7f/djrjd2A737WU+4v2+oKIBKlaQGNaXajzv1O/PZVI2ayLvbGDyJGw7rnpuvnZt1iKINbctvpAvvusLnbMcOUcqVmZ5ovPKagc0PpmODXPc54YG2I73A+ABNinEDHX5JyZV5plovO46As1U2sMMuuRsY3LT1cD4AE2K4pl7DhnDNNNxdqpI6COWe1LgdjKGtYzsr9odIF3AusGi5JV+jRjTpu4uNILRe19vZnuRx5q01Tp6sucCon5szPR8Wauo8wZO9wosCuZBC0M7LXrOkC7gX2DRcnmt+mmqag2mldJuCCeilYyWarke9wc6V2okNsBsL7clk4IWxsDNj4lc3f8QlcVOZ7LRLsui9vmdHQoQtYKO76sx4vY3ZfxIUbbbxge1qyfo9w+ClkjD2kbBarxPYTqrrqjHcuTW2PhzVSKedlg2fRY7NadlPJTFjbhxKtyO/mpIy7GfozRpGZcNZgGZKrig2rnq30uhr8JjJZ2pLRF643AsQ4jTvZZXInFpmP4/Q5fZk+so5qoksmMwLG2aXEkFosPR53utlZI9h1McGuHW26xea8KdmPL9VglRib6eKpLR2zWa3M0uDrAXHMttz6rf2/EKc4qncRy1opZ2XTRb43NdWs28uL9uDpNOah0TXvha1pNgWAkc7X5fWpw9h/CZfrZ3Jeahkyl4aS/Z1FjVTi7cMc3XhjojT+cajo0l4c6wGoEgtNwCFkKPyjqOGJojyDI9wudsRAAub7DsTsttTsJ11zWr547N7YfbDNPVbpNqaw+iPQ1ieQJSxHMFa3knNL85YBSY7Q4TJSwVb5GtZO4OeNJLSQANxdvM9Vs/YTsjD5mNaXEWAB/QqU4ShNwlunh+4KS0z1JEURpPquB33s66hpI6FYmQREQBERAEb6w9qIOY9oQGh8fyftHZoPcaZt7/9qiXi3Favz+ufVkP1yBpkdI8vc9+kBziTuS5wLvevaPlA2+0Xmfc310xP85iH9S8R2LTY7GwK7jgP9K/N/RGnuG/EaIAdwQBTIt+RJYILv/k/YvCMcyJgmgGXVi8moO3GuJhFx0+8OHv8FwA8yur+TpQTDiplau1aYpnV0bD3OZTPJHwe0+9UeIRUraeeif0ZnTeJaHq+P7232lvwU6lbYtuL/fJD7tVh9QUy+THSp5CIiHpDu9oWBxP9spfY38yz2wFyQLHmsFiljiMhBBBA/MvGZ09y0Ci3qoBRb1XhMWdT99cqbAS0hoBNja/sU9RvK5ILavS2G/5lW/3+8tf7Pccs4i4FS5n4wYvl588dDU1VNSSU9c+Mu7J0dO27XWsbFp3PP0W7bLeeBfESowDMeGcFKrDGVBoJ6yBuMMq7tlDTLM1wjLeRFgPS5EexaxiXo+UJUTtaH2oY3D8g1p+q6qcVoqOfhfmWSeko56yCvh7KpEAMzWBzQHa7bD0y2w2t719d4bPFvBd0vocleUVnPVI9atc1zQ5rtTSLgje/wUJHNa0vcbANJJt0XBOGObfsG8lLC81ChOIigEl6YTdl2muudHbVpdaxffl0stGxzjViPGDD/tbYVlF2F1WPyxQ+e/KZlEDGyNke5zRE0loYx2rflfnyW2bwancv/wD89R/3/wCi1muIWUJshZ7xbjvSPpZ6WhljkGCtjMLpTKwU0rjILhpLnmS+klxJvY8904ScP8NyXlenosPr/O5I6x9TU15gEJqXEOja2xJLWNaRtc3NyOZWQ4x4LU5u4eYpl6hr4qeSqdFvI0aSGytkseRB9EcjfwUMq0Y6vYy5W3hGd4VZskzvkLDM0y0QoXV/anzcSawwMlewelYXuGg8hzW3Lz3wrzZU5LzzhXAc0Udc3DjOXYy2Qs7Vj4n1LR2RB0kaw0+keS9BqVNNJrZmJFERZAIiIAiIgPG+PYzS4N5XM+KYgXsg7Yxa5G9kB2lKY2klxADQXC5O1gSupYvi78fylXYSKOLsq6fSyp7Rk0ckbZQbkDY3DSCL81sHlPn/ANheZfZSf0qFcs4P6vtaZdjfIbSunc27NgPOH7D6JPvK5njdtH0bjOqwvqzfcHVOpN0pRz1z5HO+LmU6WpzLmDMcuZ8Ope2qRK2lfBK1x1DkA1rhsRa/vK5X5nTisMHyjE6McpmxyFpPgC0O+pex4pqmLUGuYwi2zmgf1eKqmsr3Pu2amBNtzHv8QVBQ4xOnTUJLONtUv0NhW4KpSzB4Rwng9lSnpMy4HmRmYKSV9NI6V1KYHktcAQASbDe97+C9DZIqHUWFYZgXYQfsVjwJY26Wm7i7Yb6eaxokqahzRI5j7nfawHcVo+ZsVZjWPzcN6aCSGaTS+oxeJ5d5uA3tLNAtckANN3DnZa24qzvZOU3hJZz2S69Mlj7lQt6eGsye3mdfzvmN+Tcm12apsPFZDR6QadkoaXlz2sG5adruue4DquLV3FOm4sYY/IFNl2XA5cUILsRM/nHm7WOErjpDGlwLWEcxz6rJZT4dQ4Lj9HiozRiGImjc4tgnZpYXFpbexcRtcG3gukwsrZZNE1d5wwm4DhpIWrlxK1tPRornn0lqsPpo0843KP3GUnmbwu3sOQ5I4Q4dl/M9DjLMznFjRyF4pnYf2Qc4AhpJMh2BseXRdTNDKaiad8wlMztRsy1rgXFuS2CNuloDmsNt9WndRFreqFrbu4ub2SnXnnTGyXt6YLVHlt01SWPmYeKLsxbST42U4/kn4LK7dwUdu4LX/dok3jt9DE2/Fd8E/wA1x9yy23cE27gn3WJ54z7GI3tbSfeFa1EFiXNBv3LYLD5rVa1UAs5+1u5RytnFOSZJTr4exgAD3KFuewPtCvZKcOdcOt7FbSMLHEWJ8VXT6GwjNS2JA+QAlpa13zrWKi6uxEPBGIPFuQLjY94296gOvNSuaHAiw+ClhNx2PXCMvWRzfOXC+DNGaK7Hp81S0D6rQDDFRdrbSxrfW7QXvpvy6rH0uTKfhlA/O8OYqrGo8OcDLhfYmlFSXHQAXB7rAa9RBabgFdSLLOPotPtCmilfHJ2jCxrgeYFlv6XG7qMI0pvMFhNYWq7ZxnbruUanDKMm5R0b1z7TVeHXGumzPmKhy6zKD6CWrc7RO2tD2AgFxu0xtsPRtzJXZ6d1Q6nbJLAxrSbamXcLA2Bvbl4rmucaOfNWVq7L1RiYpoasstUdmZCwNcHW03A3LbbEbErm0GQxwzidnehzBPjRwstdNh3mxgFQxzgxzS4PdYAOuQWkWBV2nKyu/wCU/Dk9FDV5fT0umdjUVbetR9ZZXV9j0w3S4XBF+oB5KFrLSOHmaY8x5aw3GY6ZsBrJJQ+mMgLoiHOuQBuW3AsT0IW6xvD2g7XtvY8uiqtSjJwmsNNpryMcaZWqZMiWsi9PAodx8VFDy7kBqHGKgkxbhbj+FRm0lT5s1nok7+cMPIc7WXj7ihh/yVxCx/DA7U2lq3RNOjRdosG7Hflb2817vcWFgDiwtDg5weLhedvKFyjDUVmbc4HE6aORpooxTdmS55DWsJDgdja3TkCF0nBL1U5eDJ6PbzbRSr0JTzKK21Z5wCioys0SFl9VtrhSD2Fdma/bQjYnay9L8AaKSLD8iVnYnszVYwS9zNrmOBosel9Dh7iFxvhrliLMOZsLp6rEYaCnqZZAZJGl1gxuo7db3tzXrDhjRjC+HmXKHVC4wQyOLom2B1Pc7keR9Lfv3XN8dvI0qPhrVv8AVNFy1otvJskZBjbb61MoNuRzugXzw3pFERAWmKXGHzFpLXA8x7VgRzuSXE8ySs/iek0EwLhc22WA6D2LElp7DooSO0NLuamVOo+9OXjeEyVLLSLRztb9RCt8axFuAZerMwSwedRUQa50TXBpcXPDR9bgq1t/esRxGcG8McxEG5bHBZpOxPbsKysacatzCEtU2vqTVm4w0MVgGETZqzLhvEcVlJhnynKKWLDJSbxxtbp1GTkSS0m1ha4WPra5mbs5YhwbZT08Dq2dzZcbhkFUY+yaZgGts0EamBpJcLXI6LWcNxh+YsNoOCgwaiopampZbGXkufF6XaklvX0bt9YL0Nwgom4JwywPAYp4auOLtnuqR6Ifqme42HMD0rexfWaMIU6a5VphYX0ORqyqSm10TwaVw+4BsyPnbDc0Mzi3ETQPf+xfMOwLy6NzLajKbAagTtuL8l3c+cPLy+VkrHFpaGu0nT3Gx8T7Vj3OY52owRbm5I3NxZXNPpt0upFJyepUmuVaEldVCNrg5oDx43N7DfxWv1knaNdqbu6RhJvbk4WVzi4/Z8jdRADRtf2qxk2jBJH3xoufFwXD8av5VKjox2X1WTa2dFKHM1qzjlBf+zbF/wB6/wDLQvVS8q4eb+W03/Jf+Wheql3Vl/S0v+K+iNLP1n5kURFbMQiIgCIiA1DillJ+eMiYpldlc2gfXNi01Bj7TSY5GyC4uLgltue1778l5rwiWpybxIpuENSabFafDZ7wYoInQyjtIe2tpLnNABkcO/cm/Reweo36Lx3nqspcO8rqtrK6VkFPeNgkleGNDnUDWtJc4gAaiLknZU72lGrbyTWdHjzwXLKrOlXi4PGuvkdIDtQ5AAkgW8LfpUQBcbdQqFJI99Me1LTofI1r2vDmuaHEAgjYiw5gquHC9ybbr58pH0boa/xFLm8P8edETHIyFjmvaSCPurQdx4XWQ4T0ph4bZcEbwNcUkr9hdxdK69z7LDfuWN4kODcgY+CDvAwCwvzlar/hcXv4dZekpjHKY6d8csZfZ8ZErgbjp77c1jxHmfDsR/N+jNVW/qFr0NzNt7gHe97KaF/ZP1WCsZqwwNcTCCRvYOVnJi+ppb5uQe+4XGQpzymlsWFRlJbaGxiuBNvRuo+efitWlyuMjy4ue2/S6ksPnv8ApFXF4n5vkZqwjjc3fzz8VqeefitWkWHz3/SKWHz3/SK9/ifm+Q+4R7m7+efitTzz8Vq0iw+e/wCkUAH74/6RT+J+b5D7hHubr56Pmi6klqmvYWkALUInGN+oPebdC4q58+PRp+Kxl4uyefceOySehnhY8ksPmhYiPFtDADTl3iCrqHEBIwO7MNv0KpypTWrR46U1uitJTBziQbeAVq9hY4ixd4q4FZ3NBTzq/wDzYSPMtz2POuhaObdvqke5UHNsSFfyVGtpGgBWD+ZUsW2WKbb3RLbnsD7Qq0MjtTdmXBHNuxHcqXjcDxupowCfWapOhnJJo0bNuDy5czNX8Waav84dSdmJMHawsEwLWwkF4OwAOogtPIronDrM0eYcsYXjMVK2l8+fLqpu0DnREOdcgAX03AsT0IUge5ha/wBHZ3dz2PguVN+6eVaHB2lj6a5EZsNsO8PEXsuls6n3+lKFT16cW0/Yl6uNPPJzd1RVvNSjtJ6r2no2Jwe0Ha5HQ3UyxOCnVSwODi4Oub+9Zbqq9OXMssrzjyvBDpdWmJ1jKKjlqHN1llrMFrm/tV09wYwuNgARe60jMDjLjs7xK8xhjWta13o3F7lTQScsZ9pPa0PGnh7LUqV+OPrqN8ApJYDIBcuIuB7li2tEY+5OYw62ucXRh2qxvYqYE2tc8k6WVqMVHPKtzoIUoQjiK0NIzhw/OZsYxDEpczUGHedlt4xhEbiLN0+vcOue/wAVr9LwbpaaZsjc+Ury3azcNafgC9dWOkEnQw372qUkHnHH9FX1xO4pw5E9PJfsU3wyhOfPh5MFlzAH4PHQwnG2YhHRtkEQFG2LTr5m4ce4LaaLETR0UdO2HU2JthYWVlt0aB7Agv0K1VZuu8z1+RfjbU4x5caG2YXWtqYmHSGuPNvUK+C1DB3mPFIX6iG6SCCduS26J2uMOFrE7LW1IKEsJmpuaSpz02ZMobdSAAd1FWuJWFFKA7S7pbmFGVVq8GKxPeueA8lthsDsrZQHeSXE8ySgWJZisIiqdQR2ZF1U2AKs5jeQ2KwqPCJKayyWJmtzWhwButQzpmA1+IYjwwjoeymqWRulxFztQhaA2UnSB6V22bzHNblRxufK1rSG3O7jyHTdc1zH6HHbEBs54oo2vLDcNd2LQAbdbDl4rd/Z+hTq3PprONV55QrPMlHozG4JkduEZvpcxHMsFY2nl1iIxFjnbEW52HNdCyviRw+ajIpXv7JrzZr7XuevRYn0QT6I6b6VAC/MkbW9Er6ckksdCxC3p04uKWj39p2zA8QFZSQSiIxmQElhNyLG3NZWN7m8lyXI2Kea45htIIJnMfHKL6+R53sf5K6C3HG7g0MvrWuC231lVJ4jI5W9oxpVXFbPXyI45N2T6iq06gzSLd/Nanj2O9ng8s7KYuIqqWO2trSA6VoJ3O9tzZXGZMz6G1MBwerLBb7qdOm/tuufZ7xkYTlnGcdFFBUuoq+GlFNLITcHS7WSNuZIFuRF1xNzw+Ur3GNJPPnl7EtKvFUfatPh1LHAJjP5aTnOaGlj5owA4HZtC5oO3eG3t0vZes15z4KZFkzRmvDeOMmKQ0Zr5at/yLBR2bGPutOB2uvc2AcTpFz7br0WOa7+hDw6UIPokvgaGbzJtEyIinMQiIgCIiALlXlMxOk4IZnMcRfJopnHS250tqY3H3AXPgLldVVORjZGOjewOY4EEEXBHcQgPJXB6vgl4f4LSw1VO+eGonjlg7dvahpc59wwEm243sBut5AtsDbltquuacRKmCk8raplqnFkTp6ZoLiGi7qONrbkkC2oi5Jta66BSPkaXQztIkjnkja64Ic1rgAQRz2HP2rg+L23gXDktVLX352O+4Pc+NbqP5dP8l5E9wey723D2kBzdQJBvyXL+JeWG4fiGLcSPlVs/wCyIi7DBC6IS7tYQXB17deW66cRe42vfdTMleLC7DZwJD23DgN7Ha6p2ty6Em+j0a7r9PMuXNsqyT2ktU+z6HP8nZsFZlalmpMCie5jjG6M1oYSbkkgOuTzHXdZV+a5IyBLlupjLhdp7Zrmn2FYXOnC+DNWaq/HqjNseHyVr2nsGUBcG6Wtba4eO4dOq0vFMTo8k11VlSQS4v5hICytazs9Yc0OI0lxItci1zyVqXD7W5zKhrJ6tapr35WcFWnezpPluYtJaZzlN+R0w5w/xfnv1+7NT7Lzb/i/P+WasBgEEeOYLT4vTVbYmTSOjMBcNbS0XJsL7Wt8VetwZlrjE3nwLFq6lvbU5OE44a8/3NtTxUjzQ1TMl9l/+L8/5ZqfZf8A4vz/AJZqx3yILkefyfkynyIP7oP+gVH4dp2+pnyMyP2X/wCL8/5ZqfZf/i/P+Wasb8jD+6En5Mp8jD+6En5Mp4dp2+o8NmS+y7/F+f8AKtT7L/8AF6f8q1Y4YKele8/5hT5Evf8A4QeLeCeHadvqe+GzI/Zf/wBwTj2ytUv2Xnl9jszv5M4v8LKx+Q9v2xf9EKrR4X5tOJfOzJboV44WiWUvqPDZk4c9NYwA5VxU2+bpP9an+zxtv+KWL/Rb+lUtTjvf60u7vPxUPLa/2/mzx2yeuS4gzqKmYRDLWIQg83SaQB9avTjguR5g8ActxusUSeRO3tU8bHSEhrgAObidh3XUVSlRk8xhhebM40YxRe1mL9vTPiFO6In8K42CpYJG9+JxEPk0Frhqc4kE7c91icy10+Xst1ePT0kdTFTlrREZtJe4uAtyN+d/YCtUwzPFNxCp4MgMwOLBZMRfb5VExlMDW/dCQwNbe4aWn0hsVdocNq1KTnFYgs5edljV43eEa+64hQtv4a1k9l/k6rmvEX5ZyzV5irKPtqekLQImyhrnkuDQBfxcCe4Alahk7Dfl3NNDxbkqYqJ9SXRx4I0FzmRiIwajISOdi4eiL3G6pZQ4aUuWsyUeOszW7GXUD3FlPLSdmC4tc2+8juRIO3ct/kkkfNLO9wc6QlzrDwA5KGdahZQdO1lzSksOWGtH/tw/jk1ShVuZqVZYS2XtNsy07Xh1KXOuXBxHfYm4v42WaOxWt5aJ7Kl9F7QA6927XJWycyoaDzEp144m0YvNV25br3scWO0WDhzFyAtM06XW1OdsLlxuVueabHLOItvzaB9YWmvNnb87LYUniLNpw7+W/P8AREOiE2Cl1KVZOfY2qj3Ik3UERRGaCIiHoFrEXI9HmFteXiXYJSOLiS4O3PXdaoNg4/ira8vbYDR32tcHw3Vav6vvNff/AMtef6F+LdSBY7rA4nvXPGslthsDsrvEq2xfTMadRG7m9FigLb3JJ5km6omrhFrUig6oFK94aCbheN4WSZLOhRnlNy2ytydwTsLqZztT7uGxKo4xXxZfwCpzDUhs8FGWl0AIDnEuDQADzuSooQnVqKEdW9ixlU46mP4hxP8AtZ43NE8NkayOzmmzm/dW33B6i4WsZMpZRkzCo4BTvmLDJMwPBnLnOdzHPlbmsbXYY7OkpzLVYhUYJDWWEOGxNLw1rdruu4Ak2vyWHHDKnGJurzmuoZc6vuVLpk9gOvb4LuuE3FvYQdOrPXro9HppnHQjjTuFJVIQyn7caHQDTzjYwlvfcKkWkeiRYkbLWoMgU9VVNhGccYY2Q21SkkD27hSV+O0+VK2bLdTT4hjbqIgeexDaS41Ha+1tVufRb634pb15unF6pZ2ZO6soPFWOPmb9lJpGasMcXBrWRynd1vwSt7a4kEhzRY7kuJ//ANXEcG4p4ZhtZFUOyVidW+NrmtJk0kau70Srqs8orDqSp7IcPXudGbGOprw23ft2Nxt+dWG/El6OpzHEKrnU5+i0R2qTB5MSY2hZW04klkb2kbjZ7Q1wJBHiPE81xTM8s+auIWIcF2U9DTS11c0vxgHzp8LY4jM5rR6PpXFjuLWc0jqLii4N/bmojxLgxuny0Mac8x4TDh/axwCJxhA7QPbcnsg4kNG7jsvQPCnJjMg5Ko8rtrTiBpXyPdVdiIe1L3ud6oc4iwIG5N7e4TK2ho564ensZpnVeqRV4ZZRORsjYZlcYj8omhEw857HstfaSuk9XU61tduZva/gtuUgNyLi2wPv3U6tkRBUpZGRtLpHhguBckAXJsPidlVvt19y868Zs7S5uzXiXAyiwrsX1r6dj8WdPrDAGsqXERBovYNsTq6HZRznGEXOTwlq/I9SbaSPRFj84/Uo+9eN6zydsOp4J5G58fMYdjpwY2DjsAXdqbdPit44HcQZcu5lwzgpU4WyfzOapijxhlQWiRtpJ2nsi3a4IHrHmOfNVLe/trmThRnlrXqSyoVIR5pLQ9JIpGPa9uprg4XIuPA2KK+Qk6IiA1DiflCHPOSsRy3JUNpH1YYY6nsg8xuY8PabHpcWO/JxHVeY6GrmyBnNnC3G9NbT0tU00eKm8J0yR3aLPdYM1ONyDsdW7l7KWocUcnQ56yTiWW31ApJKprHRVPZh5jex4c02PQ2INiDZx71WuLanc03TmtPoWrW6qWtRTgclgkez7lM1oIe5jXtdcOANrgjnexV9TQmpmbCLt1DcgXC5xh1Q7ImeWcK8eqGVUFJMH0mMykw+jJDqYzS9xAZqcRcHZ1xuutZee+mNLh8zWzOax5FS1wcyRrXBtwR1N+XgV854jQnZVPDfXZ+w7mlxKnXo88PW6onoMKMNU2Tt2kA8iwWVxidNVwtmrKatjjm2Ol0AeJLC1iBY8ttiswADYBouOagRcbtHMdFppSk9XuUp1pTeZHB830MeB5ixDim7E4aySB0bDgzmFjnktbEbm+wAu7lvZSZO4nUmZ8w0mBRZc8ylq3ODZnVALWkNLtwWjba3PuXbK+OpaXVME7I3Cw+9g3HdyutUzphdRmvLFbgNTjYpIap0f3UU5kc3S8OsG3bzLe/qtnTuqFWEadzHLSwpZ9VbLRLXG/tIourTblRlhbtE7aOt0lppW7G12i4PjeypOY9ri17GNd4rm7+B9Gxmh/ECsJFuWGGzfae18VgsUzdR5Fq5soTYeMxtw2W/yi6odC+XU0G1rO02JtzPJZx4VTrvltKvPLdrDWnfVlynxXl1rx5V331OyaXf4P6k0u/wf1LiP23sJ/vKkPtxR3/pqP238J/vKf8A6Td/6az/ANO3v5fmv3Jvxmy/M/gztuk9dHxCxtfR2LpxJGD80OXJPtvYT/eU/wD0m7/00PF/Cy0j7CyL9flEk/7Nex+z99F5Ufmv3PVxmzT9b5M6WLeHxTbvHxXNhxgw0f8AVB/8/wD1afbgw3+9CT+f/q1N+C335Pmv3Jvxqy/N8mdKA8Rz71VjpKl4Do2B4vYgkXHuXMftwYdcO+xJ5t0dXAj/AGf+91k4ch4dxBom53mzIMvfKUjmMw2KjM/ZCP0PX1tvfTf1RuV4+GToLmu3yR2T317YTyR1OM0mkrdc77baG25lrJ8uZdqscqKNkscBaBEZdJeXEADcG/O58AVo2HZqpOIU8WSWYYzBHYm+zsTdKZjC1gLyAwBt76besPWK2nJnDCkynmqhzHBm35SkonuLad9AIy4lpbzMjrW1X5dF0morcSmD2TVbJQ51wQ0tIF722PioZ3dnZ+jRXiS3UtVh9NGtcblOdW7u/W9CL0a6v3nNslcMaLKeaKLMFNnBuJvoJHWgdQ9mXEtc3mZDYDVfkuk1FbiUwc2esZK1ztQsC0gXvbY+KoF2s3LG+226p8uTXEkbaRdaW6vq93NTqyy8Y2S+iRJRtqVFYiv1JnO1EksBdz2FysphNBrcyoc4tHzHNspsDpPu0dU64sPUc2y2HbnpA9irwhnVnlWs16KKlPL2MbWBosO4Kr53ceoR7lbBPerSnJLCZr3BN5aKGMxGuw2opdRaJbAkdNwVqNVCaeqkhc4u02F/ct1Hj3rXceoT289Y1xubDSBzspaVTEsN6P6mysqnK+R7P6mHRQabt1Fj2jxCjY91leNyEREARLIOduqAq00IqKgQl2nUOazHbGnw5uHtcSGn1xz5rF00JDhJcg2V1vuCSVRrTy8J6fqaq6mpywnovqPeSe8lEAPVSvcG3Fxf2qq3hZKyXQPcGtJ2urNz+0dvZVNEsp1Botex7gtezFmj7GpZW1GCTVjo9LmdjM0h1/D1h8F5TpVLifJTWSeMeSLfUzlTK6hwufEgwTil9IxggF1+gvsuN5uzP5vnKqzK7Bp56OmLWR0NSS6Bjiy13aTYm+9r9VeVGNRZ/wAz0+F/J1ZgFPiD2xPmdK4xsHznNAAPdfbms7nHBzgHALMmAw4lSV8NFiTHOljOl7tcsViWk3vcG3hddvwnhKorNXd6PyZqry8jBLl1f0I5cxT5cy/RY0aOKldVOkBij9UEPI2B9n1rIWF76W/Ba9w0dbIGDM0vaAZRuOd5XG/wWxDldc/dxULicYrCTaXxOutJOdCEpPLaWRy1Ws246LYsFqKiLC4mxPDNRJuBY/mWCpoHVEwi3aHD1ugWepoRBA2IOuG7X71rK80kl1I7pxwo9S98/wAQBu2tkHsNv6lj8yxV2P5crcCnxUtgrQ1j3SNDyGhwdsCOdxz5qvfayd9wD7lXp1p05KUXhrU1kqUJLDRzTEeDlHXQxU8OcaxsUN+xgkw8vjjc43Iae0AaC43O3Xqsjl/jSeEeHnh39j0WYWYLPMxmJQ15gEwfI6QHQY3aSNdiNRFwdzzO8kDe0cTgeYcwG6rNqqtr3OikpIXu5yGEF3IgWNttiRyXTWX2kuKLfjemsbaLD9y1NVdcLhV1g8MpcMfKIGd88Ydld+UDhnn3aBtT8o9qGFsbn209k299NufMhd8FzzJXnHPWFVObcq1mCVeKUzTPLFJFUTMMxjcwkm2w03u4XHQkdSuZfaNwsQvtnyJ7wCQGYeS0m5AGoyC17DoefgumtftFZ1Yc1V8jztq/mkaWtwuvCWIrK7nUeNWeq3M+aMR4HYXhHZVFe+mjfiz6ogMbpZUPPZhu4DQQfSF99lsfDzKFJknKsmXsPq4qqZtV2lXXGHszO4kOALdTi0BhDeZ6nqVJwwy5BlbItNgdHVRVLjI6WWsYAztndpcCwJIAbZvPv71szyHPJ7NoJ3258hzPVc7xbjErt+FT0gvn+q8izbWnh6y3Jnym5eIorXAJPpEjrvZce4/ilGTcy9tSQyVJrKOOCUMBdHYX1Xt6O2pvTZ1utl18W02uALglalmEuOJVpIilbJJTxujkbqa5pIvfbe25AWlta/3etCrjOGtM4zqbJUfFjKCeMr9jPeTE5reB2WQXbu85AuevnM231FFx7KdPBD5YtqeKOFr2ySuZCNLS99EXONrDm5xO/U3RfW6FRV6Uaq05kn8Tk5R5ZOPY9boiKYwCIiA0/ilk6PPGSMTy6agUk1W2Ps6nsw/Q6N4eNrjYkEHfk4ry5jOapeE+JVfDitwyHMvyM9klLiDi6ncBIwS+qC4gAyEWDgDb4+0kKq3FrRuYeHWWVv8A9wS0q06TzB4ZwDh5nNuZsp0eK0mHQQyMndT1VPJVtJjIBOpt7Ei2jY2O9t7AneI9bwC5jWatxcncd4Nt1pHE7yeRnjPOJ5obm84b592R81GHdroLIms9btW3vpvyHPrzXKMWzL9qbEKzhtiGFtzKzCahk9PX9s+kcBJE14AaNWkAyu5GxJK5G9+zjjmVs85e3ZebeptqN/GTxU07s9Ieju0llxzBKx1ThTZ5nSiUN1bEAAhctyrxSpsQw+LEqHK7JXCSSCShGOh9SLBrtTIXgOkBvYWHPV3LoGA5mkxrDYa6nwSWBswOmKZ4Dha4Ow9i5m4sq1t/NjjXG6f6m1ptzXNDVdyFTG6lmdGIw9o6iO91UhxHEYg5tPUdmSRyba3wHctgp45pI2vfTBjiORF7KYt0mzuzFu/ZVMNHvPF6NZNbkxDG5HuIxV7fAOt/Urd+J42x1vlRzva//wCyzNThYnndKKgMv0aRZUhgrSf7bcfcFg03syWMqa3S+BivlbG/7pu/KH9CfK2Nf3Td9M/oWUkwIPaR569p8GhUBlra3ym/8mFhifRkqnQe6S9xZfK+N/3Td9M/oT5Xxv8Aum76Z/Qr37Gv+83/AJMJ9jX/AHm/8mE5ZnvNQ7L4f4LH5Vxg+tiGodQ5xIKtnTVDnOfMWyOdz2Nvgsv9jQ/um/8AJhR+xvawxR/5MLxwk92ZRq0Y7ae4wZcLi8QJO/otupO0aL+hKD4Rn9C3CgojSRtYJu1t+E4C6vQ5/L0fgipdzGVyk9Fk1WiwvzyNr+3fFfoW2P1rO0FF5rG1gkElurhurwDe+kKFj3KSMEiCdWUtOg7vRHuCBAPBR37lmRBE37ioHYXJAQEVJI0PYW2G6jqbbdw+KiACNi34oepmPrqATUrow4Nv1AWCqsONLTOk7ZztPS11t1h1LPeVj6jETTTGNtO2Ta9+ayhOUNE9CzSuZw0WvU1FsrHC+l4tzuLKL3aWlwa4+5bNU4pJVQOidTRN1fhWvZWsdLUyMa+KDtWnYgNFwp/vHsLivXjLjj3mIhYZGB1i2/eqkFK1s3adrf8AFussygq3PawUukuNvSFgFoGa+I1LlzMlRl+py3V189JYvlpagb3aHWFmm/Mc7WWdGncXMnGms9cez3larePDWcJm7BtgLgD3qtHSVTwHRw9oD0A3C5g/i1RkXbkbGCWm+l8gt/qrUsbhizNi1Tj7zWYZ5xbRQNlP3IAAbm/WxNhbmrMOFVU/4/orvvr2wvqQQk6ukFlnd54KyL1qQtsd9Rt/Uuf5m4gswjHqnCXZYnrnUukmVlQADdod8096539jVH1qqz2umJ/rWWoYRSUjaWNxLB1cSSfEk81PCwt6bbk+ddsYx7dGWoUqjWGsPvuSYzjrcyVUg+SavCGzCxtVOcCe8gWCuch4NFQZzw6qhkfIWB51PJcblpHM+1QJJ1Ac7XW15Xa0U1JI6MMN3XcRbr3re2EeefLD0YpZxvn4mN1SjGhNzeXjRm2Onq6h7LzRtLJ2vLnG1g11xc9BfZcdxyLsfKXqBPFHM6KVr7AiRmoUrSN9xsbewrduLMEn2qcyVBMLQ19OAC8CQXmZawvc3A+FyrDhPh7ZeGeC9m5sOuWaSY9kNTj2jgN+fICyu8Sula2rm/8Ad6PllPU5vhtFVrlcz0Wvf3GTc5zryuaS5znE2ZpBNx0Hcr+mwzziBshnMZPNpG6ylJF2FO2K7ZNP4RbuT3qoLdwXzadw36p3M7npHQpU0IghbGC11vwupVXpZQRVW23llVtttsIiLE8CIiAgAASdIJ8QpwRbeKI2GxLfepUXuQV6KoFJUiobHqHVoFgSsr9kfM/Jrz7HhYNRue8rOM2tiKVKMnloy9Rj5lhdG2ifG53JxINvgsROO1jde93ysBLjck6ggva1yp2+i1jibDt4gb/ygsudyaXtPFCME+VGmZcaGeWYxo5CmH/8eETL/wDyzm8rinF7f/p4RfZrBf8AiUv+K+iOCrfzJebPV6IiuEQREQBERAQsFTe6NhMjiG3sC47X3sBf2n61UJ9q858Ys7z51zViPAzCcMZ2uIS07HYu6q1NjDQypeRGG7hoaQfSvsdtl43gJZOfcQ3yM8sAmPc+f0INu400IP1XWbly1Di80ldJi2JU0kkrrww3a1o6czz2N1vGWeEjcnZXfh9DmaN81NiDa2Wt+SWmSU2aBFbU5wYA2+xO7iVctwWzGtFbW25kNwyXc9Ts3rzWorU41a3PJaJYXtNnbXE6EGoPVmgtyTTNaIxmTH2NdtYVFgPcFPFmFmWT8iy4Vi+Nebg3q+1c50l9+o2Avb3LexgpA/tuv92GTf8A0qnV0DqKjkmbNicr77MZhkxJHuaqtxY0biKjJbPJcpcRqxbdT0ljbYwcHFWClphfIuP+iObW3HxIV5l3ifFjmO0+Cx5RxSilnJ0yTWIADSSXbCw2+tSCvtvpxtrb2s7DJm7+9qwWaqlmIYbWYPK6raxzmEvMTmvbY37gRey11fhVpTpttYeyeu5LTuY1qmIxx72zsUNNVPYCacd3ogkc++yqiiqP4OfoFeZo8CoowAzGMbaAB96e8D6lP8i0fXGsx/ln/o9q0i4bS/ufL/JddOWdGvgz0t5lUfwc/RKeZVH8HP0SvNPyNR9cazH+Wf8Ao9qDBaP+7eYx3/dn/o9q9/DaX9z5f5PPDn+ZfBnpbzOo/gx+if0IKSo/g5+if0LzrQ5coJ5Y4nZnzUx7xsyLtJHE/wAlov1WROTaMOc05qz40tO4OFVfj3D2/FWKfBFUWYzyvL/JWqVVTfLKSz5M7x5nUfvB+gf0KIpKj94d9A/oXBvsOpOubM9+P/BNX+j2qV+T6RoJOas9k93yVV/o9qk/AH+f5f5MFcReikvgzvYpKn+Dn6B/QgpKn94P0T+hcAOU6HfVmzOTeh7WlqI/9Ye1RGUqE/8AW7M5/wA9/wDv3rL/AE9P8/y/yZ+KvzI795nU/vDvoH9CeZ1H8Hd9A/oXAPsRo+ubM0flH/o9qfYpQ9c3ZpF+5zz/AL9U/wBPT/P8v8nnjL86O/8AmlT+8H6B/QpH0FQ4bxFo79J/QuBtypQEXGa87Ov+9UVRJ/qj2/FXmH5EhralkEebc7x3Fy+fDqmMdep271i/s+8ev8v8h11HVyXwOm5xxKTKuWq3MNRROqYKTSHQiTSX6nNaBuPxguZjjVQzQBzci4rKHb2FQLb36hi2HBeHDcJxqixcZtxqvlophIyGsheWF3QkEkHqfaAs1PUYnFidRC7EppNJbZxGjp3W2VyhwW2o0343pNa51K9e95dU8pdUc6HF6hF3fYBioB7693j3sVRvF7DXOc52SMYY48w2cEf6oXRvlXEojYVsh8df/wBlSOK4oXl3n0ns1/8A2VKVKyy0qenmynDiFaWWo6Yytdzn44xYSyRoOTsXcWm4Y6Qb/UrGbAaTPJfnKbG8Ty62skMcWFwU75OyaxrW6teposTqNgF1WlxrFGVQlNa5wA9UuuCr6LHp6nEOwfBH6e5dpuFtLClaKTdKOHjXy94d9Op6EtHvjc42eHFHu1ueMcAPV0LwP9b2rc8sxSYBluDAKCtqJYIZHPdMYyHSOc693H6vct+7R/VsfuaFAOcTuG8+5bhYXQxlOU1hs0qtmqpWPvUyEtO4cVpeMULmmarMhJ1NGkN5rqtZhHnVS+o87MRdzDWghY7EsBMdFK+Ovc91x6BjB+Fl5VhCtTdOfu9jNjY37t/Qkso5GCLElrhbndC4Abh3LuW9VuDeeQPhFeI72uex9IKNFgzqWnbA2v7bT+E+MBav8LXPjn0xvjr2N5+KW2M82prmDYfrdFVuefBhbzW5YXA54iZEY9XagkuHogDvVShpHPmjgilha5zrapNmj2nkFpOb8ZGYMxVXCOOgo6KpllaJsdbNrELQ0SuADbAggBpuRzIstnCNO3pNLRJZb8t2aO9v3c4hBaZ09piHMEPlSBsrYXdm4ABhD4w7zPbfcetb2FdZe98j3zSAB75HOOloAubdFispYO3LeV4ssUtZDUwUk5kdVNhDHTOLi659I2ABsPYspY28F874zfwvbjmhoorHnq9dljOTa8PtnQp+lu9fL2EiKdsbnC7Wlw8FExPHNpHtWkwzZFNFNbe1t1Cy8BBFGyggCKYBA0kXFj/UgJUUbb6eqEEGxFigIKNttyB4oFbYpcYdM4EgggXHNZwXNJI9isyS7mTgpTKAWvYT7Vgs1VrocOraG0MRhnpXuqZZhE2Ido0m7iRuR0WJDBZo1yH/ADitb4kwwycP8wNbJ90pqyCbd1y4HSyxJ57uva/RbqwtYSrwi31X1RnXpfd6cqzecLRFxw7qGVHldPkjlbM0z1bQ+I6m7U7xzsNtrcrX5dEXcPJh/cMy0etqr+lSovq9Kn4dOME9lj4HzapU5puWNzqiIikMAiIgChfe3goqlK9kY1yPDWja7jYbkAfXZAefeK+bazOuesW4DU+Hx0hxAwacXfOSIgyJlU77kG+lcNLfWHNbzwryTT5KyazLtFWtrnxVcj6iu7Lsu1cJCCNOoloDQG8zve2xXAeImZRlDytMSzEcPlxHzQRjzaF2hzy/D2sFnWNrark25Ar0TknN9PmnJOFZlGGGkGI9qW0z3h5aWyOZfVYXJ0k3t+EopRlNqK6nrl4cHN9DaC4a3Esa3fnfc+0qZrujXN+ktZrsX7dxayCWNvQ3t+YrGOcXO1drP+Vd+lbCnwyUllvHuOfq8ZhGTSWfebyXkc3D6RQSOtsT9IrTaaqdC4OD5HWHJzifzlbFh9UJ2NPUjkq1xaSoavVdy9Z31O6TS0a6ewybJ5A4butf5y5nnGaX7NMUZqHZilp3BrhyJ1A/mC6Q0O2Ia4+xt1zHOkmnOmKl8NQxhoqYCYxEMLg54I1cr8loeIxcqDx01Os4J/Uvy/VGNEsoA3by6BR7aXvCp7X0kEEDqLJZcidtoVO2l7woGWUgi45dykt7EA5gbkjZBhGbyVNK7OeGsOjQ+hncQBvcFtt10eR0jjcOcNvnLmeSn3znhmiGpcxlFUtMzYXdm1xLLNLrWvzXTCHX2ZIeX4JXW8Og1QWfM4njMuW5TXb9WSWl+c74paX57x71NZ371J8Cob/vcn0Stjyo03iS7lrWU8kkbrSuBItu0Fa/UxzRSODg59hzZCT+YLayHWu5jgPEI3T0aFbtrl0M6ZXY117aRu8OWjWmfZ5Gldq/Vp7KoHj5q7/6VdUrJpZQG9o0fjQFv5wtsDvxR8VAkHm0K3LiPMmlHBrqfBlGSlKeVnYxtK2aIete34tv61XMshGk3PtJ/SroAH8FUJovwgFqJ5bcnuzp6U0koYwksItqibs4nSuaLN3N1pGYJGy43UuY1ug6QCPAWWz5ocWZaxF7SWubEbEdCbBaTJtIQS4mwuXLQ8RqyyqedChxCpjFPruUHQhzr3sqD2Fp5XV70Uj2hwtZaZoq295ODSm8rbyLMbFXNJVmnkbJoL9LeSpuh0tuN1TY5zSSGk7JCThJPtqbbnhXi3DXG3Q2akm84p2S6C3V0sqgVvhji7D4DY8u7xVzY9x+C6ulLmgm+qTLEM8qzv1Ie5TNt3A7qB25hSF+1mtcTzsB09qkMzFY1h2lk1c2SxHNltj7Fi6aMzTMhifGx7nBpdJs1p6XPILfmZYfi+HaI8Q7MScwG7sK4fn6tnxTOuI8GWUlNDPPURFmN9o4viYYmzOaWi2q42O467FetqMXKWiSy32S3I8ZaUd2W2b8aGP5jqOETKKloqmonayXHBLr7IBokLQ1tg4EANN3DckWW45SwT7HMp02WqWojrIaaV73VQi7MykvJ3FzawNhvdazh2KU2QsLGS4aN2Lx4bKXur6aPSah5OotsL20l1vWO1lkqHLP2YObmA41iWXW1riBh1M0js7bAlxtzsTy6rjuJ3E7xqLfJSWz3y+j7rK6HSWdpG3h4tTd/IzuMVfyZhU2Jz075I4LamsF3uvysDzWrtz7RFglGWMfc0bi1MLXv33W2YLw2GFY1S4sc2YrXupS4tgqrOaSWkb3Pjfl0W900lVEwg1JkJNwbaTb2BaVQtKOjXP7cte7BcldL/as/I5Lh2XTm90WYZcdxjL8VUS1tBCCwsDSW3JO29r8lk6zhrHHA4jPOZLdO0m1ge21rrpBkkJub78+qlLn/N+IUn36tHSGkeiwtF0W2pA6028p4OQvx6HApHYPPR41irqYBra2KkL+163Pxt7ldYTmanxLEm4e3CsSo5HAuDqun7MbdOexXVxNKL2cRfu2Wv5uwmXFsHqKV1dLAHaSHxsLnNIINwR12Ublb1F6UPSe7z174/QmhcvOJL/vwMMIn3I0k26q3xKoOHYdLXSxPkbFzYwXc6/cOqwzclN0tDs4ZguBvoDmi/0Vd4NldmF4tDiny9i2IPha4NhqWueLkWva3NYfdaEfS8TOOmGs+zJY8WONzFNztR2BOX8b12uGijKuI8C+yeNmMy4njeCNnOltGyJ7dFut7defcuo4LS1TgytkrHl79+yLANI7llC+Rr73u0lWYzhTXNRhyvvnOnvKc7xp4SOK4djwpM3syFUw1E08IszE53ae0swOu6423Om99zZbOWkXBcDpJAcDcG3d3qjxllkfkLNcJDQIoaYscBuLztJsfcsPkFpORMCL3Fz3UxcXHmbucfzKG7oQlQVzHR5w1vl4zn2Z7E1CrKbaZm1b4p+1kw8R+dXCkqYfOKd0Oot1kbrUwaUk2XoNKSb7mugljQ4AbODd+VzsFrEofnLP0/CZkcOF+eyhjsSdH2z2CGF8xsw6fWc0C4cLDvutlxWE00NTFr1aC2xHiQsFklunyv6LYbmU7C3PD3HuC7X7P0qdW4zJZwsrzTX7lXj1edO1XhvCk9fael+FuU3ZHyHhWVnV3nzqESXqOz7PUXyukNm3NgNdufT3ItsHM+5F9APn5FERAEREBBcp8p1zXcDczMaQXDzS4vuL1UXNdUdz9y8f5xoabEPLDqYKyJk0DXwzGOQXa4x0DJACOou0bKOrUVKnKo9ks/Azpw55qPdlXh3g7MW4GswWCWHDHYrM5s9aIxre1sxJaTz3ADR4X23K6Dw9DsvYDheTe1NU6iEzhUsNmSMc9z+VtiC63uVGlojh1HHS6opmsnmkjMUQjaGl5LQGgWFgQrvCSRjNOSQ1ga7pbmFyXAOIVZ8Rmk/Rk2/i118jacdsaS4e29Wlv5Jmy3O+596go9NiFBfXT48RF781f4NUuZWxttdpbv8AUb/UseqtISJxa9w135lFVipRaZNRm6c1JdGjoeHSsqaOGoZ6skbXDboQsfm3DRiuXcQoA5zHTxFge1uotPQgeBU2USXZZwtxvvSx8/5IWX9q5WtTTbi9j6DbVWowqLfRnC8bi+TcTmo5zWyCJrWifzV2h23zrW+tW7ntaSCJPRHzV3SpgE8bmtkdGXC2poaSPHcELTcSyBJW1stU3NmM0/ac442U+kfGK/1rnK3CZSbcH7jrbfjUMKNVY03OedqwDU4va23PQVcYNEMTxKGhp5K2IzNdecUTy1oA+cW6brfMMyDPRV0dU7N+MziO/wByeym0uBFrECJbjTU4gjDQ4vIv6TmgHn4WC9ocJlFp1H7hccahhqks6b/9Rj8rYd8l4FRYe6V07oIgx0rm2LyOZI7yswAL8gg2UHHTut/CMaccLZHLzm6knJ7tgkC/K6sqivbC8sMZd7CP61a4rW9i1zWm7rdFrs0jppHSOfICfFcvxLjLhJ06D1W7Llva86y9jPS4zG6YwGleNtnG1vzq0diLW1HZGMtHzuixXpXvqN++6b33cStTS41cqWajyuxZdlB7aGwRva8XBupvisTRVJa4Mc7bvKysTw5gcDcFddaXMLmmpx9/sZrq1F05Y6EQmxBQIrZAYzMVEazAqyma4tdKzSCP9/BaHiMJpsTqKZxJMekbjlsuoCx2IvutFzZTn5crJmxTOBhisWMLgTuDyWn4jbOa549CvcU3VhotV9DAhFKHN3BbK0t5hzS386mvbm08vmrnzT4xoDbqqtDAaitipwQ0vB3sqGptw1xIv1ss1liNjsTgmB1ANJALT3d6nt6Mqs0l7/Is21J1KiwtFuZWlwHTTtY6ue0t5kabfWqjcDa52luIOJ5+kBb6ln6eje4RuiIe1xsbi2k22J2XJM/8cKXJec6jK9XlSoxOSibG988NQ3fUwO2bpJIGoDcje/S1+ohTSikuh0iwkorodEiyvNK0FtcHA82lpBHtXN858aafIea6nKlflaTFJaJkbjPBUN9IOaHW0lpO1wN7b+FidExfLLeJGKPz9LjVblX5Rs2nwxkLpHxMjAjvq1NsCWuNg0Dfxud1yrRS5by7BglFiMszYXve+olb6Uxc4nUTc2sCBbw5rUXfGLa2yoelJPDW2Pf5mwoWFWtq9E+ppWL5bi4jYi7PcmMVmUo8SDWw4VHGXlgj+5hxdqaACWuNg0c79bm9w+KGnpxwzp3PmdVNLqvMJgMksm5eAALm42bfVsAt8omT1dYIRN2fagl0gZqHjz71veX6E0VBBGJhMW3s+wBNzz2XNT4rXuptT1jnKXZ9OmuDZOlRs45xmXmYLIeWHYVlygpY8VneIWki8DWg3cTcgi/Xe5Wyig0yajKHAHYaRZX1/DfruoW8FBKClLmlq+/tNbK4qSbbe5beag8yD7AgpWgdFc2CWXvKiPxJdywcwtNtN1KLfNCyFh1Ctpoubm3WLiSxq5eGUNvmj4ILC9mj4J7UWJOSuDidgB7ka1wNyG/BTIvcvGARFugCpyFrWkm2xupwBbcge1a/jlY4Tvo2A2s0l7engo6kuVGcIc0sGncX/TyHm543vDTW904WCyDWg5UwGlMe4pB6XvKyXE06eHOYW2e4vhiA2vf7q07+4LW8j1LIsu4NUMOrs6bQ6Mu3DgT06d/vVjHPw7H/ANP6G5sqac5L2aG7lB/WqdLKJ4GyhukO3sqgXPNYeGWWmm0zCZio/wBg1VX2hH3WEEd93gLVclX/ALMSnafwJahnLuoXj+pbpmP/AIv1f+Wg/wBoFpeShbyx49rfsmq6f9jk8Au5+yzbnJvon/8Ak03HJydtBPoz2GOZ9yIOZ9yLvTjyKIiAIiIDT+KmbJMk5CxLNMdEK51CYT5uZOz1h8zGEarG2zr8jyXnLKcFTnzi9h3FCqZFhFJjE8sVPQCUzSF0FKIz6WhosSCd7HYi3Vdn8p/9wjMvspf6VCtH4EAfazyYHMa77rUuFxuD2tQL/BaPjlzK3tG4/wC54+KZesIxlV9LXCb/AGNsrcK00RcydznNe4hpF7gkW6eAWCqGhoe1xc0sbzGxW7RG7BcXO1yRzWvY8zVUTtDbAgAEDwXzm1nGnXhOWiTTfkdLzSlTlDdtPHmXOBkuwilcXFxc3r7Sr0LC4NiGl8GFuhLS1pIk6Hqs2eVy0/BffuHV6de3jKm8rCPinErepQupxqLDbb92SCr0DC6sjbY2c0gWCotsXAFshuOTWklbNl7CNoayRzw7SQGOFrXsp7itGnBt7kVnbSr1ElstzM5dhMGA0EDgQY6djbHwaAsjZSxN0tDRyHRVFzbllt9zuaceSKj2IWUURYmY9yhZRRAQVriDtNJK+9tLSb9yulYY3EZsLqogS0vjc0Ecxfqql42raeOzM4esvM1esu6pcS9ztrblUR4qaaPspSwvL7AekeqgF8verbZ0UfVQUqmUq8PSmR6frEbLP4Zc0ELtV7tBWvuF3kX6FZ/Cm2w6AXJ9ELoPs/OXjSj0w379ClxCK8NPqXKKNrXvyUA5oNjYe0rtDTERsCe5Ws/3xzrDewvdViHSENbZpds0lpI9/coRUUznhr4wNyLkWG3W9lg23sT0o41kYjEKBtfE6A1BhDrek21x7LhYlmTah7gI8ce3ULNElM1w97gdvh1Wm5+420WS86VWVavKtTiUlE2NzqmCpaCdTA4AN0XIGoDcjfpsCdbxvidHxOwybINPlOvwF2KWa7E6g6hTsY4SF2kBpNw0ttqA9K297GlVtbdJ1KvTV/qZSt4VmvRy9kd1wnAK2jayOSWKTQTYhlr+N1y/P3HCmyXnaqyvWZSlxN9E2NzqmGpaC7WwOtp0m4GoDcjfpyvzin4Q0cLexbn3F5GMI0mKlMbR3kAyHqt9yrSTZcy7T4JQYhNM2FznSVEjPTlJcTqJ3tYEADuHNaqrxmzt6f8AA9LXbb5tGzocMqyeGsJI0vFstjiRiRz5JjldlVuIANp8LZE6R0TIwI76tbQ0Etc6waBvfrc7rlWiny5l6HBKHEZZmwvc6SeX15i5xdcm+1gQLeHNXLqjUXl7JXazqP3N257+SjEWyH1Hs33JbZctecTuLrKk/RzlLsb6hZ0qCyll41ZM5zyXl9nanaj4nvVSjpjV1TacHsw8buAU3muxs+1gszg1AI2xVXaEusQB4LWInnWjGOm5k8KoRFFFRh+oAEazzK2Cmi7GJsYN2t2CxWG/29H19ElZoeKvW6WG+poLqTcsNgIiK0UwiIgChbndRRAWM4tIQpFUqPvrvcqaje5chsgiIvDMtsRidPQyRNldE5wtrZzHsWuT4X5tTue2pmmftcyHUStoqLGNwv3KyG9hYHcKpW3LNFtI1qOSRtnNaHljrlr2+Gy5ZmMufxyxAF5EZoY5C1uwuIWi/wBd11vEWF1bO1mlrbtu42sLgjdclzIDHxwrm21OGHMa4s3A+5tte3gAr3Df/b/xf6F6g81oP2m7YX+1sB7x1VyFbYWW/J0DdQuBa3Xmrmy0NT1n5mwqeu/NmOzH/wAX6v8Ay0H+0C0rJIt5YsQtb9k1XS3/AODk8At0zK5rcvVRc4NBqIBz75BdaXkkW8sWLlvUVR27jRyELtvsr60vf/8Ak0PGv6ePmexBzPuRBzPuRd8ckRREQBERAcp8qD9wjMv/AIX+lQrRuBP7meS/8pU/7WoW8+VB+4RmT/wv9KhWjcCv3NMl/wCUqf8Aa1C5j7S/0cf+S+jNlw7+a/JnR4vUbv3KyxOG9PJIBc7K7Z97b7FPVRXo3mxN7bD2r55jK8jfxlyte01OBxoaz5WEbpxTQuc6IOAuA0k8/BbvlvDPl7L+GY35/PS/KFMypayAMs1r2hwbu08gRfxWqV1M6SKVwvHrjcw+ieRFj+dZ7h9maOCqw3Ik2G1UVRSYZ2kVQdJjmii0suLG4JLhse4r6B9m+KTlSdCU9VssdFg5zi/DaU6iquPvybfQ4J5q5rnV1RUaeQlDLf8AytCysbA1oFgFNzCjyC6qUpSeZM1dOlGmsRWEPeoFHEAEk2WjZpzoMPxKfCIsKqqmRkTXmaNzWsbe+xdqBB2Ub0LlC3qXE+Wmss3gEcv6lG4vb+pcHxCpFdXSVZfjEeseoMRkDR8HJhtQ2hrGVMbcVmLQbsdiMpDvpG3Ve5eNjdrgVTkzza42x8tzu49imC0XKmcX19dBhdRhNXSuMJc2Z8rZGu02Frje5v18VvLSCNivNzSV6FS3nyVFhkTyVKojEsLoySNQsqoULLGcFUi4vZrBCnh5RqeJ0LoZnvBcRbbZY8d1je3ULdKmnZK1zXDn1WvVmGltS60rgO5cDxLhk7eblHWLfwNtb3KksS3MWoE2G26mnDoZ3RObIR87Tt8VLGztJWg3bfvWppUKtZ8sFrsXXOMUm9mRihdK61iARa6ztCxscLYQ7cDbnyCnosN0MYT6Qdzu0i1hz5LkXETjlTZLzxU5WqcqVGJmibG91RDVNBdrYHW06TcDUBuRvfa1r9zw2w+6Usvd6v39DU3NRVp4XQ7OyneQxzdw7mLWttz5LjXEHjpR5NzpVZVqcq1eISUIjL6iCpaNWqMOADdO49IDcje+2wvzzGMujiPiL8+z49iOVo8R0tp8LbC6QwtjaI9WrU0AEtcbBo5nv33TKtM/LWXYMBoMSnkiic576gtOuUkk6nWvawIAHQDmoLvjdvb5jD0pJ4a7e/BatuGVaur0W+TD4zxPbxMwyTIlPljEcvyYp6LsTndq82YxwkLrANJuGlttQHpW3vvrsHCmnhHYDiDjUgZbSYqd0bR3kAyHqV1GN1VVhrH1VQRe4L4XGx79x7VlqTLj5YmvOJvbcbgRtv8AWFz9bjl1Vn/B9FY239+cfI2cbK3op+I8s1HK8L8t5bp8BosTrJo4nPdJVdi4mVxcTc7HlsLX5BZiJ1TWBrH1VQRe4MkTrg9+426reMPgFHSsp2kPDOTi0A/UqziXC1h8FqKkZVW5yer1fm9yaNzGGkI4SNOZgHaNB8+09fUBJPvV9Q4UKWQP857Yjo5oAWUlbpcRpHwUm3cFU5cPBm6sprV6E4e8ctI9gVvXNMtM5p03v3KsqNR95PiQj2MI7o1+RhjLmE3s1ZvCv2up/wCSsNWff3/yVmcLLfMIGgi7Ray8RLPYv6N4jqGu2sB1WZie14BBCwO9tir6keWtHpXVuhPGhQr086rcygRU43hzeYBU9x4K5k170eCKKFx4JceCAiqb3hoJuj3BoJvdWj3Fzid1i3gzhDm8hI/USVKiLAtJYWAgsBclApJXhrSAd143hZPd9C3ncS4t6KiCBuSAAQd0c4E7kAq0rHGSN0TXFpP4QVGcsttluENMI0jjAS3I+YZGl7ZR5voMdw4DtW35eF1zXJmNwuFFgTMOaJI4nSPqJfvhuCRcnfqLXXaHB0D76hJpId903vbdcuzC8ycccQlBBDsPY4BvQ6GA/wBa29jONS3nRcdk5Zz7EXraThVWOuEZ/Cr/AChEwOIFjtfYrPt9YX71gcJ3xODrcFZ0G1ibc1obj1vcbS69deRiM/VTsK4eY7jEcEM76N8TAyZpLSXSxgk2N+TttxuqnA3h/JmHM2FcbJcWipjWy1c3yRDSWbHcywACTVuLekTpBv7bq04qEHg/nEagSJqcAcz9+p+Xx+pdK8mP9wzLP8mp/pMq+h/ZijCNq6mNc7+zCOI4rWnKp4bei6HU/FECLrDShERAEREBynyoP3CMyeyl/pUK0fgT+5nkr/KVP+1qFvHlQfuEZl/8L/SoVofAiUfYDkqmtu5lZIDbmWzyi3wdf3LmPtKv/Dj/AMl9GbHh381+TOks+9j2LIU/3obArHt2ZYtIIHIghX8H3oLgqO5uqnqipgbPE6M2Adte3JanXTS5TxWXOHYy4hFh1A+CWmjIa7snOa4uBOx06OR7ytwHtVpi9AzFMMqaB0r4WVUboXvY0EgObpNgduR6raWdZ0K8Zp41w3joV2oyjyzWUbRlfGI8fy/h2NwQyQw19OyojZJbUGuFwDbrayy1tlzLJGYm4JjNFwvqKOqmq8LwqOSKvaG9nUQsa1odpvdpv6Nj1BseS6VHI17djuvpVOpGpFSi8prJoK0HCbWMJ6ryNS4h4mI8BxWgp3vbVup22cx2ksDy5oPMEbtK5jY3BM88xLWgvmeXFxHeSs5nrUc8Y2C94aMNorAE2v2k6wfd7FmljJ23CaEaVun31+KQ95T3n3FEWRtyUMaSGuM9w1xa9krmOabbEEEELqPD7EnTYDhlLUOldUGB51SEEuEbg0knvJcCuYDnfw3WbyBtnfCCC8B2FVWpuoltxLHvbobFYtZaNRxeiqtu321+TOxg7XTU0XuQLKjUTshiLnECwusU+d9S+zTpvsDvYe3uWEpqJw8YOWq2L+prmQX2199jyWOmqxLJq7MAE7ElaxnvMtRkvKldmetws1tPRujaYWTBrpNTw0bFvQuHu3tsuRHykcInpg6PIGIVJJ9R1S0s3PRwYT07lA5SlqSqnFLXU9Ch05Y18EDJ7mxYSGub0v6S4zxI460eVM0V+V6nJUmJS0LmhzzVNax92hwIsx3Rw9h2PJaRJkhvFmsfnWfG8RyvDikn3LCRQyVDIWsaG6hJqaLOLXO2aBdxC7JkXI0mWsq0uA0OaKx8dO5z+37KIdo5xufRIcWgXtYk8ua1NxxSlRzGHpSTw1tj341J4UMtc2i6PU47LlQcR5vs6OYcRyoMVJfFhMET5hTtZ9zuH6m7OLXOsGgelsug5NoZ8uZdpcv0eKVUwgLjJUywEGVxcTc3vYAEC19gFvEOGS0c1pKs1Vj/AM4xu/wsrs2P4LbnnYLkru8ubvMaksRy2l27am2pwpUsOKzpuYGDB5qlvbPxAtc46iGsbue+xCvqDDTSODvOO1I+c1o/MsgOXIIqCpR001RI6snpnRkxd4N+ClB25BEUxHggFEIgQFtUcyrcK4qOZVuFTqblin6pFUp/vJ9qqqlP95PtUL2JVujA1X9sP9iYXOW4tFE42aWkb8uSVX9sOVjYip1ElpAsCCsG2ki0kmmn2NwAHQjmpo3FhuCsThld6kD+71isoOWxClTw8lRxxoy8jm1AelZVQb8nFY7xuVVjlc3xU8avRkDpvoXm/wA4pv8AOKt/O/xfqTzr8T6lJ4ke5h4cuxcXPziUVv51+J9SedfifUniR7jkl2Lj2oC3vCtnVJcLaSPcqDnFxvqIWLrJbamSpt7l4+ZrWkkgAdVha7FhFUujELnNA9YclUxM/sKUdoQ7pY7hYAXtYucbje5UM6jloWKVJLVmWbP27Q8NLL9CoiwO56hWMVU5jQ3SXe5T+cGYtjYA1znWuRsPaqzTyWk0kYvNeKswPBq3GnU/nTaINc6Jrg0nU4N6+1c5ha/H8wNz45oohWQiOOgvqLGtGm5d1JLb8uqy2eMf+Uq/EOHUFIGzTNZ2+JOkBjgAs87DmSBYAkblWuFUQw3DYcPbMZ20zS0SHbVud7dFu6cfu1vrpOX/APLXyy/eXLKiqk+drRfUyuFA/KMT7HSAd1sETS+SGMc5Zmxjba5IA/OrPCQDh8PojU65vbdZnBacyVENR2sUccFXGXGUlo2cDa/IE328bLSz/iVMdjO8q+tLsaHmHEZM351quCTsPgwp9e5pOLkds9gji842js3c6Q2+oWB6rv3C/KbskZFwvKzq/wA/NC2S9Ro0ay+RzzYXNgNVhv0XnjBHGby0o3Axv06muMLtbRpw4t52G4IsdtjcL1j1K+t8Lt6dC0goLGUm/NpZZ8+uasqtVyk+pOiItmVwiIgCIiA1DinlJ2eMhYpleOuFA+tERbP2esNLJGyAFtxsS23Pa99+R87ZIbVZP4yUHCmsqIsWpcKdM6nxDs3QyNEtKJy0N1uAaHX253JN+g9bH+peUMTLh5a9SQCSGXAHX/gta/iFONS1qcyzhNrzwWLerOnUTg8Z0+J2gei1rbg2LmX8W2Cv4PvQWLo5/OsPp6poNpu0kB7tTgbH2cvcsrAPuQXyyn6x0M88upMFdUsQJDiSLq16H2K/pvvQV6mk3qVajaWhquYMNmwbH6jiJTvrcRqKLDXUb8Mga0GePWHXaQCdQ3NiN7dFtmVscgxrBaLGads8UNbE2WNk8elzQdtLh3g8/qVVpNxYlpvzBstOx/Dp8Cx2uz7R1WJ1jI6Mx1GCU5BbUEWAewb2eAL8t7cx16rh/EMYpVH7EyjUpqotd1t+xDPWFk4ji+NCVzb01PA5hGxDXONx9MrUbWNiCDbqF0Bpp825RZidM+eCHFKdkrBKyz2g22I5Ai260rGaXzDEJ6Z7pX9mGjUGk/XyXSQlrhnScJuFKn4UnqvpgtAigXAFwLX7c7tUNTQL+kBa/qlTG8JgCb23NltOR6MRYjh2KOkOrspYQwb2BsSfi1YHB6VmI18NO2VzGvJBcQbNAF1sOOYhHkLJFTmOb9n0mFuvJFcNfIXvDA3cW/CG9/jyUU5dFuaXilzGFN009XuZjiJmtmVco4jmt0HntPRFjTTawxzy5zW6dxb8IHvsDsVwmfihT8Uo/sHoMs1WXZcVc1xxeKoMz4GxntCdDWtuCGlvrAeks1kzBpc/Z2oeKtZU1GE0tQ94w7BLa2sDI+z7TWbCxcHOsGi569T2KlwirgxAVc2MT1g0lvYysYA0G3ItAPTrzXN3fFFCbp0llrd52fljXBzUKSwnJ47LucR4e8I6bBc9UOJtzZiGIS0eqQdthroA59iAdT3EEAuv7ua73RQ1lOPTxB9S42P3QtF+/YDlurpznEAOaCB1UnPdaGpUqVp+JUllrTO2nkiVtYwlhfEqF8hJLg0g897hSXB30hp62KgAnesDxJIsKkDt3bbBU1Vqfv71SVKXrMuQ9VBEReGQREQBAiBAW1RzKtwrio5lW4VOpuT0/VIqjU2EDySAAVWVpiZHmMwBsVE9iaO6MPVWNQ4gghW04GjZu6nB2G5OyiLWWLWmCzF4eTF0+J2xIYfJE9pc0lsttj4XWxU+JGCFsToS8t6hYDEIG1LHwSlzWO21NNiPEKxwjFJYsZZlmWCWWSOPUysduJABex7ipIR50+XdLXy7lirTjKKlHR9V+p0GlnFRCJBZt/wSqosOo+K1x0UrWjW4ttsNLiEpZXQTCUOe8W3aXErHJSdPsbH70v4rF/LTetI+/uUflpv8Ef8AUmTDlfYyd/FRWL+Wm/wR/wBSgMab/BHj4Jkcr7GUBF7Ege1WFTiTaecxCIvsLkhYupmdUTulBkYOQaDZU22uQHkk/OJXmTJU+5UqZnVMzpCHtbsA2+yp9ynjifI4Nbz/AN+assx10mXMuVWPVVGZ4qUgGJsga55Lg0WB57lZ04SqTUY6t6GeVFF7G1z3MawgFxtc8h7VoudcwSVmJ1fD+gpzDWO09tiwkuKdtg4gWO5I2sSOaxVTnn7LsOflygwCswWSuIvicshIp2g6iRYNuSARz6q5wahiwvCYcKhk7VsLnEzkelISSSSfetpC3Vp6VVen0Xb2529xZtreVeWukURwehiwrCosKgeZGwlxMzh6Uri4kknv3V9Sw+cTiAO0hw3Kp72NgSR8VlMLojdlVrLXWsGkKlWqt5nJ6v6m8ly0aeFphYRkKSn7GOGnDw4FzWhx8TZY7jRF5vwUxyCWele9tXEdPaWkbqljIaARcutckXHo7rZsCgLqymqu2hijgq2azKSARcejfkCS4W8bLmeXgHeWaxtoXgOkDjC7Wy4oHA72G99jtsbhbLgFo7i6Um8cvpbb4a0ON4tcvHLvn/J2TyY42jgjlmTsw1+ipGpzd7GplPwPP4LqqkY1rGhrQGtaAAALABTr6ecqEREAREQBERAS2/NZebeOuRK7LeY8Z42UGNxmWkNI9uGy0pLZL9nTOa54eCGlpubC5uRta69JlanxOyk3O+R8Sys6vdQeetjtUCMP0lkjXi7SRcEtAO45rFxUk4tZT0Z7GTi01ujl/CPFosTyHgM7aWOldVsqLxsuWXbM4HSSb3POx6A9y36ml5NAG689ZfkPD7iRT8MccqBVUdDUvmosWe91NZ00F2gBztIbqJHM+kXbldsweqfBJBRSML3APDJtQc2RrCG3BHM73t4FfMeJ2srS6emkm2vJnTU6ka9NSTy+vmbF3q+pvvQWPjeXtB0kHuV3TTbhluihpNZyQVE8F1zCmYSLWuDfobXUoSytlbc1HH8OmwPG8Qz7R1OJVrGUZjqMEg3bOQQA9g3s8NBPLfvCzmDVVPmTBqPHKXtaWnr4GTR64wHtaRycCCLjr9SybCQRzBv0Nlp+P4bNgmO1+faKoxKsEdGY6nBICNFQRYB7BvZ4Avy3tzC6Dh9/tSq+SZHJN7PXo/0L3EMlOq53zjMOJw6ubY44dIt7WqbDMlvo6lk7sy4jMGX9CWKEtPtsy/1rNZbxSDHcDosbpop44K2ISsZKwhzQdtLgBYEEbqpjmIxYJgtTjE0Uj4qOJ0vYxNvJMQ0nQ1pG5dawC6FN4wR/frrHhc3s2RruescjyJlOqzTVsFfS0ZaDTi0UkrnPDQ0Ai34QJ7mtJsVzjJeTn5/x3DeMOIV0mHQVDjLSZfbHrjp+zJiae0cQCHaNZsxty64PfmctZJqce4iUfGHEa2oo+1j1UmATQWNOwxdk3U4usCQS8tDR6R5811ZzvSeS31iDYnl7uXNaHiN7GMXRp9d39V/k8hzt5lui2oqZ9PAIppfOHAk63AC9zfkNgqtwTfT9abHoorm0klhFnXVsgAoooXXoIqW/O+yah1cAraomO7R8QsZSSWWepNvCKVTYzOIN1TQ8zvdFUby8luKwsBEReHoREQBB1RQc7SCUBa1DvTLVRCnldqeSpPHoqMnmTLUEkkNrb96w+Jzkyvh5tNlkq2QRU73gi46LAyPMjy9wNyo2TwXUkQIiEhTqACw+jcrWsewrzqCaQyvY91rGNxa4WPQjdbT0VvNEBdwA5rxSlTkpx6FmhV5HjuaHhjBglczFmGsrCwFr6Z0hIdcWvv3XWzYHmb5XxmLDW4JUUTpg4slkcHRnSL2uOR2UKnDBPUGbtiy+xDVr+YcKFZRVGESVU7GyOa4TRtN26TfYhbCFalXeKm/fXT9y5OjTqpuG+NjpAoa4HSaV5t1YLtTzGu/gsn0VxJmRqfkcx4wNIsQ2S1ipvsIpf75Mb/LKf7na/wB75MofdLn8q+J2vzGu/gsn0VHzGu/gsn0VxP7CKX++TG/yyfYRS/3yY3+WT7na/wB75M8+6XXZfE7Y2grC9rfNiC429IWWiZp4hU+Xsw1GAz5arMQmpA0vmppgR6TQ62zT3jnZacckU/L7JMZAPzpbrYsGpn4ThMeGQVMj4mOc4vebueSb3J69F7GlaUfSb5/Zhr35JadjXk8T0Ra4hnVmbcOky1T5bxDBXVbhfE53n7g0EOOwDbkgEWv1WPwXKcOE4lBXtxisrnUxJYyb1Lna9rm62Rz5HWDnagNxc3spbd7Vk7vli4UVyxe63z73qX6NhTp6y1ec5J5JJJSXSu1km4v0Um9iACSFA3AvocdugWUwyiHoVLnb/NIWunNRWWXZzVNZI4ZRD0alxsfmFZQN1OjFh6bw0bHa5soE7gW3PIALNZfw7W6krhUsBhrLPY8kABttiRtqJItdUlmrI0tzcYTlL3GocaIfN+CmOwST0j3tq4jp7S0gvLGQ0Ai5da5IuPR3W++TBGPtH5ak0jWG1QDiLGxqpT8OS4/l5oPlmtZpjeGulDjC7W0EUDgbmw3vsdtnXC9ZRtbGwMY0Na0WAAsAO5fV+DWv3a0is55tdsYylocJdVfFquRVREW5KoREQBERAEREAREQGocTsoQZ4yVieW5KkUclY2MsqREHmNzHh7TYkbXFjuNie9efst47Lw4zzBwox90ddR0co80xgkwOLZGF7QRI8ta3U9zTY7EW3K9X9VqPFDKEOeMk4plx9R5nJWMj0VIjDyxzHh7Ta42uCDuNnFU7u0pXdJ06i0+j7ktKrKlLKMbh9RrhZswtJIY9jw5rwDYEHrcdyvmOLHagFwHLWOzcNc9Q8J8edHX0VLODS4u9xhNpY9bfRkeWtbqeWmx2N+Z59ww+o1xN2j0EuDHMeHNcAdi09bjuXzq6tKllV8OfufdG7hONaHMvejNxyNe29wFMCL21ArH2d0JHsUY3uYdVyfavI1e6I3S7Mv8ApupmuNxY6bEHna6tBV2/BJ9yed/4P6ln4ke5hyPsazmDIfyzjlTi0ebsz4OZmNa+DCa4QREgWDtJafSIAuVDL+QW4NjlPjD835pxiSna9rafF68TxAuFi4DSNwFtHnn4hUPPAf8Amyrn4lW5OTm0xjA8OZeFzS4nQNzfndS7eCtRV/iFPPPxD8FT8SPcKnJdC6uO9Lq188/EPwTzz8Uj3L3xI9z3kl2LnUOpCoyVGh1rX8VayPLnagSFLc95UTqt6IzjTXUnkeXOLgSFJfxKIoXq8smSwsBERD0IiIAiJdo5kIBt1NlbTzXu0b+KjPKd2j4hW3U7qtUqdETQh1ZFUamZsEL5XEEN6JUzNghdK4ghvRYGpmdUTGR2trSNmX2CgLEVkVMzqmUyO1NaRsy+ypoixJ0sBERAFK/1SplLJbSRdD2O5ZPsHHZSi3zWn2hTSesVIqkt2XI7FjU4YKmodL2wYXbEALFVUPm874yC9o5OAWyBRDvxR7bKeFeUdHqi1TuJR0eqNU1N/e3/AED+hNTf3t/0D+hbXqPcPgmo9w+Cz+8+z5kv3r2fM1XWP3t30Coahb1H/RK2vUe4fBR1u+a34J959nzH3v2fM1qki84nEdnsBHrEWAV+cGFiBWH3BZUm/wCCPcFAexYSuJN+joRyuJyemhTpYhBCIgWut+ERuql7ENA3PIAJyIbbc8lm8vYcJJKWsFTCxzKktcyUG1mjdpPIONxa6jjF1JFGtVVNOUhl7Dg99LWiqha5lSWuZJe1m82k8gTcWuudZtxqXiDnGbgzHh1FRTyTuMmOQnzjswxnauswBu5c0NcdQ3uLEqbNmNycQM4zcGY8PoqOd87jJjcLvOOzDGdq4BgDNyWhjjqHUWJXeeGGUIsi5Jw/LMdYa80gfqqzF2ZlLpHP9W5sBqsNzsF9B4JwZQSuKy9qXwae/wAjkb28dSTiiPDDJ8WRMk4flmOtNe6k7QvqjF2ZlLpHPvpubW1WAudgttRF2RqgiIgCIiAIiIAiIgCIiAIiIDUOJ+T4M8ZJxTLj6nzOWsZHoquzDyxzHh7Ta42uCDuNnFefMt49Lw0z1Bwnx+RlbRUtSHU2MyPMNmyxa2gMe4tDdbiCQ6wN+ZG/rEWWncUcl0+fMm1+XpaltDLU9m5lWIWyOjLHhw2NjbmNiDZx7yDUurSld0nTqrT6PuS0qsqUuZGNoasSU7X2hDSS1jmSamvAJAIdbe9ir1rhe3Jw6LzTiucpeE1ZVcNcQwmLMsWDyNdBWumfTuIkb2gs30tNhKRYG1+/r0vIeZWZowCgzFh1NHC+SSWGqw6TEC/syHXDwHdbNbzt6/XYn57d8OubPLmvRzhPv203N3SrU62iep033396hv4rAnGJKd+h9C70mucwiRpDgCAbG/eeXtValx3zicQmgki/GcWkfUVrVUj1LHhy7GYufFLnxSI9o2+wPtUwZ3EfFSp5WSPYlufFLnxU3Z+I+Kdn4j4oNCW58UufFTdn4j4p2fiPig0JUU3Z+I+Kdn4j4oMkqKbs/EfFNHiPivRklUN1F92NJ9HZWVTiApoHSlhk0/gtIv8AWo3OKeGeqMpbF7yG6gHNt6wWBfmLWyww6YG3Ut/SqIxp3PzV48LhRyrJPTUljRk9zPPn0uLQLhW736nX1aViflkG96WQe8K2qa4zgtDHsHeoZVJMmhSwZyR4Y0m4Kx8mKtieW9g5wHUWWIs7kZZD/nFR/wA5x9pUZKoLGpUqpnVMzpCHNb0bfZU1DfqooSJYCIiAInRSuc0DmEPSLnBoO6tZJCSkshJ5qiSoZz6IsU4Y1YKgiKAmCIiAIiiAgIIoj2FSlzQLuu1vzjsPiV7gEwCXtcWKuMPp46ueKMVDYi9waCQSNzYcvFbLhGByQ1sAbWwyubIHPidGQ4Ab8vEW+KlhRlIq1bmFNPO5jcvYcJH0taKqEOZUlrmSXIs0bgkbAm4tdc6zbjc3EDOMvBiLDqKjqJJ3F+OQu847IMYZXWYGt3JaGOOodRYlT50xibPWdJOCrKGjpJ5JvSxuN3nBjDYu3cAwNbY3bod6XQixXeOGOT4sjZLw/LEdaa80gfqqjF2ZlLpHP9W5sBqsNzsF9A4JwZQSuKy9qXwaej+Ry17eurJqLI8L8nRZEyVQZZjrPPzSB+urMXZmUukc++m7rAarAXPJbaERdkaoIiIAiIgCIiAIiIAiIgCIiAIiIAiIgHuXBOJ/k8xZ3zvX5ojzY7CzXCPXTCgEoBaxrL6u0bzDb8uZXe0sgPFtfmuPhDi1Xw7xDCW5mjwedssFeJTSvtLE2SwaQ8NAMp5GxO6y2VeNFBmHMtBg0uWW4Yysl7MT+fAhryDpvdjdi6wO/XkeR9ckm47lqnE/KQz1kfEsrmv+TzW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telecom.system                           "phone"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
telecom.use                              "home"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
telecom.value                            "555-939-7778"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
text.status                              "generated"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               

If you look at the output above, you can see fhircrackr collapsed the hierarchical FHIR data structure into data frame columns, with multiple values delimited by ::: by default. For example, Patient.identifier has multiple values that appear in the data frame as:

Column name	Example Values
identifier.type.text	Medical Record Number:::Social Security Number:::Driver's License:::Passport Number
identifier.value	bf23e283-4791-46e1-9d79-9e0ad9edd436:::bf23e283-4791-46e1-9d79-9e0ad9edd436:::999-21-6325:::S99948444:::X30821805X

Splitting up these values is discussed below.

3 Selecting specific columns

Usually not every single value from a FHIR instance is needed for analysis. There are two ways to get a more concise data frame:

1. Use the approach above to load all elements into a data frame, remove the unneeded columns, and rename the remaining columns as needed.
2. Use XPath to select specific elements and map them onto column names.

The second approach is typically more concise. For example, to generate a DataFrame like this…

id	gender	date_of_birth	marital_status
…	…	…	…

…you could use the following code:

table_desc_patient <- fhir_table_description(
    resource = "Patient",
    cols = c(
        id = "id",
        gender = "gender",
        date_of_birth = "birthDate",
        # Rather than having fhircrackr concatenate all `Patient.maritalStatus` values
        # into one cell, you can select a specific value with XPath:
        marital_status = "maritalStatus/coding/code"
    )
)

df_patient <- fhir_crack(bundles = patient_bundle, design = table_desc_patient, verbose = 0)

df_patient %>% head(5)

While XPath expressions can be quite complex, thier use in fhircrackr is often straight-forward. Nested elements are separated with /, and elements with multiple sub-values are identified by [N] where N is an integer starting at 1.

There are two approaches to identifying element paths to construct XPath expressions:

1. Look at the FHIR specification or the relevant FHIR Implementation Guide to determine the paths of available data elements. For example, the Patient page in the FHIR specification describes the elements and their hierarchy for instances of Patient.

2. Print out the raw data returned by the FHIR server. Fhircrackr uses XML-formatted data, and the following code will print out one of the instances of Patient requested above:

xml2::xml_find_first(x = patient_bundle[[1]], xpath = "./entry[1]/resource") %>%
    paste0() %>%
    cat()

<resource>
  <Patient>
    <id value="258974"/>
    <meta>
      <versionId value="5"/>
      <lastUpdated value="2025-07-21T11:48:24.613+00:00"/>
      <source value="#n0HMq4FLyY9oOAio"/>
    </meta>
    <text>
      <status value="generated"/>
    </text>
    <extension url="http://hl7.org/fhir/us/core/StructureDefinition/us-core-race">
      <extension url="ombCategory">
        <valueCoding>
          <system value="urn:oid:2.16.840.1.113883.6.238"/>
          <code value="2106-3"/>
          <display value="White"/>
        </valueCoding>
      </extension>
      <extension url="text">
        <valueString value="White"/>
      </extension>
    </extension>
    <extension url="http://hl7.org/fhir/us/core/StructureDefinition/us-core-ethnicity">
      <extension url="ombCategory">
        <valueCoding>
          <system value="urn:oid:2.16.840.1.113883.6.238"/>
          <code value="2186-5"/>
          <display value="Not Hispanic or Latino"/>
        </valueCoding>
      </extension>
      <extension url="text">
        <valueString value="Not Hispanic or Latino"/>
      </extension>
    </extension>
    <extension url="http://hl7.org/fhir/StructureDefinition/patient-mothersMaidenName">
      <valueString value="Ying817 Eichmann909"/>
    </extension>
    <extension url="http://hl7.org/fhir/us/core/StructureDefinition/us-core-birthsex">
      <valueCode value="F"/>
    </extension>
    <extension url="http://hl7.org/fhir/StructureDefinition/patient-birthPlace">
      <valueAddress>
        <city value="Worcester"/>
        <state value="Massachusetts"/>
        <country value="US"/>
      </valueAddress>
    </extension>
    <extension url="http://synthetichealth.github.io/synthea/disability-adjusted-life-years">
      <valueDecimal value="7.222523957399165"/>
    </extension>
    <extension url="http://synthetichealth.github.io/synthea/quality-adjusted-life-years">
      <valueDecimal value="39.77747604260084"/>
    </extension>
    <identifier>
      <system value="https://github.com/synthetichealth/synthea"/>
      <value value="bf23e283-4791-46e1-9d79-9e0ad9edd436"/>
    </identifier>
    <identifier>
      <type>
        <coding>
          <system value="http://terminology.hl7.org/CodeSystem/v2-0203"/>
          <code value="MR"/>
          <display value="Medical Record Number"/>
        </coding>
        <text value="Medical Record Number"/>
      </type>
      <system value="http://hospital.smarthealthit.org"/>
      <value value="bf23e283-4791-46e1-9d79-9e0ad9edd436"/>
    </identifier>
    <identifier>
      <type>
        <coding>
          <system value="http://terminology.hl7.org/CodeSystem/v2-0203"/>
          <code value="SS"/>
          <display value="Social Security Number"/>
        </coding>
        <text value="Social Security Number"/>
      </type>
      <system value="http://hl7.org/fhir/sid/us-ssn"/>
      <value value="999-21-6325"/>
    </identifier>
    <identifier>
      <type>
        <coding>
          <system value="http://terminology.hl7.org/CodeSystem/v2-0203"/>
          <code value="DL"/>
          <display value="Driver's License"/>
        </coding>
        <text value="Driver's License"/>
      </type>
      <system value="urn:oid:2.16.840.1.113883.4.3.25"/>
      <value value="S99948444"/>
    </identifier>
    <identifier>
      <type>
        <coding>
          <system value="http://terminology.hl7.org/CodeSystem/v2-0203"/>
          <code value="PPN"/>
          <display value="Passport Number"/>
        </coding>
        <text value="Passport Number"/>
      </type>
      <system value="http://standardhealthrecord.org/fhir/StructureDefinition/passportNumber"/>
      <value value="X30821805X"/>
    </identifier>
    <active value="true"/>
    <name>
      <use value="official"/>
      <family value="Keebler"/>
      <given value="Kina"/>
      <prefix value="Ms."/>
    </name>
    <telecom>
      <system value="phone"/>
      <value value="555-939-7778"/>
      <use value="home"/>
    </telecom>
    <gender value="female"/>
    <birthDate value="1971-01-13"/>
    <deceasedBoolean value="false"/>
    <address>
      <extension url="http://hl7.org/fhir/StructureDefinition/geolocation">
        <extension url="latitude">
          <valueDecimal value="42.59170007330326"/>
        </extension>
        <extension url="longitude">
          <valueDecimal value="-70.64134596383234"/>
        </extension>
      </extension>
      <line value="1038 Harvey Green"/>
      <city value="Gloucester"/>
      <state value="Massachusetts"/>
      <country value="US"/>
    </address>
    <maritalStatus>
      <coding>
        <system value="http://terminology.hl7.org/CodeSystem/v3-MaritalStatus"/>
        <code value="S"/>
        <display value="Single"/>
      </coding>
      <text value="S"/>
    </maritalStatus>
    <multipleBirthBoolean value="false"/>
    <photo>
      <contentType value="image/jpeg"/>
      <data 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"/>
    </photo>
    <communication>
      <language>
        <coding>
          <system value="urn:ietf:bcp:47"/>
          <code value="en-US"/>
          <display value="English"/>
        </coding>
        <text value="English"/>
      </language>
    </communication>
  </Patient>
</resource>

In some cases, you may need to construct more complex expressions like the one to extract marital_status from Patient.maritalStatus.coding.code. You can use a tool like this XPath tester to help generate XPath expressions, though online tools such as these should not be used with real patient data. For more information on XPath, see this guide.

4 Elements with multiple sub-values

There are multiple identifier[N].value values for each instance of Patient in this dataset. By default, fhircrackr will concatenate these into a single cell per row, delimited with ::: (this is configurable; use fhir_table_description(..., sep = ' | ', ...) to delimit with | instead).

Fhircrackr provides some tools to split up multiple values stored in the same cell into separate rows in a “long” data frame:

table_desc_patient <- fhir_table_description(
    resource = "Patient",

    # Prefix values in cells with indices to facilitate handling cells that contain
    # multiple values
    brackets = c("[", "]")
)

df_patient_indexed <- fhir_crack(bundles = patient_bundle, design = table_desc_patient, verbose = 0)

df_patient_identifiers <- fhir_melt(
    indexed_data_frame = df_patient_indexed,
    columns = c("identifier.type.text", "identifier.value"),
    brackets = c("[", "]"),
    sep = ":::",
    all_columns = FALSE
)

df_patient_identifiers %>% head(10)

The df_patient_identifiers data frame printed above has one row for each value of Patient.identifier for each instance of Patient. The in-cell indices (surrounded by [ ]) can be removed:

df_patient_identifiers <- fhir_rm_indices(indexed_data_frame = df_patient_identifiers, brackets = c("[", "]"))

df_patient_identifiers %>% head(10)

These can then be merged back into the original data frame as needed. For example, if you want to include the synthetic “Social Security Number” in the original data:

df_patient %>%
    # Add in row numbers for joining
    mutate(
        row_number = row_number()
    ) %>%
    left_join(
        df_patient_identifiers %>%
            # Note: this assumes there is just one social security number for each patient in the data.
            # If this was not true, it would be necessary to remove extra data before joining so there
            # was one row per patient.
            filter(`identifier.type.text` == "Social Security Number") %>%
            rename(
                "ssn" = "identifier.value"
            ) %>%
            # Exclude the `identifier.type.text` column so it doesn't appear in the joined data frame
            select(resource_identifier, ssn) %>%
            # Fhircrackr generates the `resource_identifier` column as a string, but it needs to be
            # an integer for joining.
            mutate(resource_identifier = as.integer(resource_identifier)),
        by = c("row_number" = "resource_identifier")
    ) %>%
    head(5)

You can see that the synthetic SSNs are now split out into a separate column.

5 Retrieving related data

To retrieve instances of related resources, additional request_params can be added. See Using the FHIR API to Access Data for more information on constructing the parameters for FHIR search interactions.

In the example below, instances of Patient and instances of related Observation resources are requested:

request <- fhir_url(
    url = "https://hapi.fhir.org/baseR4",
    resource = "Patient",
    parameters = c(
        "identifier" = "https://github.com/synthetichealth/synthea|",
        "_revinclude" = "Observation:patient",
        "_count" = "10" # Limit the number of patients returned to 10
    )
)

response <- fhir_search(request = request, max_bundles = 1, verbose = 0)

table_desc_patient <- fhir_table_description(
    resource = "Patient",
    cols = c(
        id = "id",
        gender = "gender",
        date_of_birth = "birthDate",
        marital_status = "maritalStatus/coding/code"
    )
)

df_patient <- fhir_crack(bundles = patient_bundle, design = table_desc_patient, verbose = 0)

table_desc_observation <- fhir_table_description(
    resource = "Observation"
)

df_observation <- fhir_crack(bundles = response, design = table_desc_observation, verbose = 0)

df_observation %>% glimpse()

Rows: 32
Columns: 12
$ code.coding.code     <chr> "12345", "12345", "12345", "12345", "12345", "123…
$ code.coding.system   <chr> "http://foo", "http://foo", "http://foo", "http:/…
$ effectiveDateTime    <chr> "2023-04-19T09:34:50+01:00", "2023-04-19T09:34:50…
$ id                   <chr> "10322494", "10318528", "10323578", "10313524", "…
$ meta.lastUpdated     <chr> "2023-04-19T10:08:24.062+00:00", "2023-04-19T10:0…
$ meta.source          <chr> "#fhjOEuPKx4iHuB2B", "#IKBrqn7XeoeZBhcz", "#29FPj…
$ meta.versionId       <chr> "1", "1", "1", "1", "1", "1", "1", "1", "1", "1",…
$ subject.reference    <chr> "Patient/601248", "Patient/597991", "Patient/5997…
$ valueQuantity.code   <chr> "kg", "kg", "kg", "kg", "kg", "kg", "kg", "kg", "…
$ valueQuantity.system <chr> "http://bar", "http://bar", "http://bar", "http:/…
$ valueQuantity.unit   <chr> "kg", "kg", "kg", "kg", "kg", "kg", "kg", "kg", "…
$ valueQuantity.value  <chr> "123", "123", "123", "123", "123", "123", "123", …

This includes many different kinds of observations. The Observation.code element identifies the type of Observation. In this case,http://loinc.org|72166-2 is the LOINC for smoking status. To get smoking status records identified by this LOINC:

request <- fhir_url(
    url = "https://hapi.fhir.org/baseR4",
    resource = "Observation",
    parameters = c(
        "identifier" = "https://github.com/synthetichealth/synthea|",
        "_include" = "Observation:patient",
        "code" = "http://loinc.org|72166-2"
    )
)

# `max_bundles = 1` limits the responses to a subset of Observations for the purposes of
# this example -- this argument can be removed to get all relevant Observations/Patients (but
# the query takes longer to run)
response <- fhir_search(request = request, max_bundles = 1, verbose = 0)

table_desc_patient <- fhir_table_description(
    resource = "Patient",
    cols = c(
        id = "id",
        gender = "gender",
        date_of_birth = "birthDate",
        marital_status = "maritalStatus/coding/code"
    )
)

df_patient <- fhir_crack(bundles = patient_bundle, design = table_desc_patient, verbose = 0)

table_desc_observation <- fhir_table_description(
    resource = "Observation"
)

df_observation <- fhir_crack(bundles = response, design = table_desc_observation, verbose = 0)

Warning in crack_bundles_to_one_table(bundles = bundles, table_description = design, : The resource type you are looking for (Observation) doesn't seem to be present in the bundles.
 Returning an empty table.

df_observation %>% glimpse()

Rows: 0
Columns: 0

The df_observation data frame contains just smoking status Observations. The df_patient data frame contains the Patients referenced by the Observations in df_observation.

More information about the search interaction used above to filter Observations is here.