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test_geocode.rs
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test_geocode.rs
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// NOTE: these tests are meant for the cities15000 dataset
use serial_test::serial;
use crate::workdir::Workdir;
#[test]
fn geocode_suggest() {
let wrk = Workdir::new("geocode_suggest");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["Brooklyn, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Jersey City, New Jersey"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest").arg("Location").arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["(41.90059, -87.85673)"],
svec!["(28.11085, -82.69482)"],
svec!["(40.71427, -74.00597)"],
svec!["(45.09413, -93.35634)"],
svec!["(40.79472, -73.9425)"],
svec!["This is not a Location and it will not be geocoded"],
svec!["(40.72816, -74.07764)"],
svec!["95.213424, 190,1234565"], // suggest expects a city name, not lat, long
svec!["(14.55027, 121.03269)"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_select() {
let wrk = Workdir::new("geocode_suggest_select");
wrk.create(
"data.csv",
vec![
svec!["c1", "c2", "Location"],
svec!["1", "2", "Melrose, New York"],
svec!["3", "4", "East Flatbush, New York"],
svec!["5", "6", "Manhattan, New York"],
svec!["7", "8", "Brooklyn, New York"],
svec!["9", "10", "East Harlem, New York"],
svec![
"11",
"12",
"This is not a Location and it will not be geocoded"
],
svec!["13", "14", "Jersey City, New Jersey"],
svec!["15", "16", "95.213424, 190,1234565"], // invalid lat, long
svec!["17", "18", "Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
// use select syntax to select the last column
cmd.arg("suggest").arg("_").arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["c1", "c2", "Location"],
svec!["1", "2", "(41.90059, -87.85673)"],
svec!["3", "4", "(28.11085, -82.69482)"],
svec!["5", "6", "(40.71427, -74.00597)"],
svec!["7", "8", "(45.09413, -93.35634)"],
svec!["9", "10", "(40.79472, -73.9425)"],
svec![
"11",
"12",
"This is not a Location and it will not be geocoded"
],
svec!["13", "14", "(40.72816, -74.07764)"],
svec!["15", "16", "95.213424, 190,1234565"], // suggest expects a city name, not lat, long
svec!["17", "18", "(14.55027, 121.03269)"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggestnow_default() {
let wrk = Workdir::new("geocode_suggestnow_default");
let mut cmd = wrk.command("geocode");
cmd.arg("suggestnow").arg("Brooklyn");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Brooklyn, New York US: 40.6501, -73.94958"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggestnow_formatstr_dyncols() {
let wrk = Workdir::new("geocode_suggestnow_formatstr_dyncols");
let mut cmd = wrk.command("geocode");
cmd.arg("suggestnow").arg("Secaucus").args([
"--formatstr",
"%dyncols: {population:population}, {state:admin1}, {county:admin2}, \
{state_fips:us_state_fips_code}, {county_fips:us_county_fips_code}, {timezone:timezone}",
]);
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec![
"Location",
"population",
"state",
"county",
"state_fips",
"county_fips",
"timezone",
],
svec![
"Secaucus",
"19104",
"New Jersey",
"Hudson",
"34",
"017",
"America/New_York"
],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_intl() {
let wrk = Workdir::new("geocode_suggest_intl");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Paris"],
svec!["Manila"],
svec!["London"],
svec!["Berlin"],
svec!["Moscow"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brazil"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Havana"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["-f", "%city-admin1-country"])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Paris, Île-de-France Region FR"],
svec!["Manila, National Capital Region PH"],
svec!["London, England GB"],
svec!["Berlin, DE"],
svec!["Moscow, Moscow RU"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brasília, Federal District BR"],
svec!["95.213424, 190,1234565"],
svec!["Havana, La Habana Province CU"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_intl_country_filter() {
let wrk = Workdir::new("geocode_suggest_intl_country_filter");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Paris"],
svec!["Manila"],
svec!["London"],
svec!["Berlin"],
svec!["Moscow"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brazil"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Havana"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["--country", "US"])
.args(["-f", "%city-admin1-country"])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Paris, Texas US"],
svec!["Manteca, California US"],
svec!["Sterling, Virginia US"],
svec!["Burlington, North Carolina US"],
svec!["Moscow, Idaho US"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brawley, California US"],
svec!["95.213424, 190,1234565"],
svec!["Savannah, Georgia US"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_intl_admin1_filter_error() {
let wrk = Workdir::new("geocode_suggest_intl_admin1_filter_error");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Paris"],
svec!["Manila"],
svec!["London"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["--admin1", "US"])
.args(["-f", "%city-admin1-country"])
.arg("data.csv");
// admin1 requires a country filter
wrk.assert_err(&mut cmd);
}
#[test]
fn geocode_suggestnow() {
let wrk = Workdir::new("geocode_suggestnow");
let mut cmd = wrk.command("geocode");
cmd.arg("suggestnow")
.arg("Paris")
.args(["--country", "US"])
.args(["-f", "%city-admin1-country"]);
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![svec!["Location"], svec!["Paris, Texas US"]];
assert_eq!(got, expected);
}
#[test]
fn geocode_reversenow() {
let wrk = Workdir::new("geocode_reversenow");
let mut cmd = wrk.command("geocode");
cmd.arg("reversenow").arg("(40.67, -73.94)").args([
"-f",
"{name}, {admin2} County, {admin1} - {population} {timezone}",
]);
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Brownsville, Kings County, New York - 74497 America/New_York"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reversenow_error() {
let wrk = Workdir::new("geocode_reversenow_error");
let mut cmd = wrk.command("geocode");
cmd.arg("reversenow")
.arg("(40.67, -73.94)")
.args(["--admin1", "New York"])
.args([
"-f",
"{name}, {admin2} County, {admin1} - {population} {timezone}",
]);
// reversenow does not support admin1 filter
wrk.assert_err(&mut cmd);
}
#[test]
fn geocode_suggest_intl_admin1_filter_country_inferencing() {
let wrk = Workdir::new("geocode_suggest_intl_admin1_filter_country_inferencing");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Paris"],
svec!["Manila"],
svec!["London"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["--admin1", "US.NJ,US.TX,US.NY"])
.args(["-f", "%city-admin1-country"])
.arg("data.csv");
// admin1 requires a country filter
// however, since all the admin1 filters are in the US
// or more specifically, the admin1 filters have a prefix of "US."
// the country filter is inferred to be "US"
wrk.assert_success(&mut cmd);
}
#[test]
fn geocode_suggest_intl_multi_country_filter() {
let wrk = Workdir::new("geocode_suggest_intl_multi_country_filter");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Paris"],
svec!["Manila"],
svec!["London"],
svec!["Berlin"],
svec!["Moscow"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brazil"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Havana"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["--country", "us,FR,ru"])
.args(["-f", "%city-admin1-country"])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Paris, Île-de-France Region FR"],
svec!["Manteca, California US"],
svec!["Sterling, Virginia US"],
svec!["Burlington, North Carolina US"],
svec!["Moscow, Moscow RU"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brawley, California US"],
svec!["95.213424, 190,1234565"],
svec!["Savannah, Georgia US"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_filter_country_admin1() {
let wrk = Workdir::new("geocode_suggest_filter_country_admin1");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["Brooklyn, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Jersey City, New Jersey"],
svec!["(41.90059, -87.85673)"],
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["-f", "{name}, {admin1}, {admin2} {country}"])
.args(["--country", "US"])
.args(["--admin1", "US.NY,New J,Metro Manila"])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Melrose, New York, Bronx County US"],
svec!["Elmwood Park, New Jersey, Bergen County US"],
svec!["New York, New York, US"],
svec!["Brooklyn, New York, Kings US"],
svec!["East Harlem, New York, New York County US"],
svec!["This is not a Location and it will not be geocoded"],
// Jersey City matched as the admin1 filter included "New J"
// which starts_with match "New Jersey"
svec!["Jersey City, New Jersey, Hudson US"],
// suggest expects a city name, not lat, long
svec!["(41.90059, -87.85673)"],
// Makati did not match, even with the Metro Manila admin1 filter
// as the country filter was set to US
// as a result, the country filter takes precedence over the admin1 filter
// and the closest match for Makati in the US is McAllen in Texas
svec!["McKinney, Texas, Collin US"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_invalid() {
let wrk = Workdir::new("geocode_suggest_invalid");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["Brooklyn, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Jersey City, New Jersey"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args(["--invalid-result", "<ERROR>"])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["(41.90059, -87.85673)"],
svec!["(28.11085, -82.69482)"],
svec!["(40.71427, -74.00597)"],
svec!["(40.79472, -73.9425)"],
svec!["(45.09413, -93.35634)"],
svec!["<ERROR>"],
svec!["(40.72816, -74.07764)"],
svec!["<ERROR>"], // suggest expects a city name, not lat, long
svec!["(14.55027, 121.03269)"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_dynfmt() {
let wrk = Workdir::new("geocode_suggest_dynfmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg(
"{latitude}:{longitude} - {name}, {admin1}:{us_state_fips_code}-{us_county_fips_code} \
{country} {continent} {currency_code} {neighbours}",
)
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["41.90059:-87.85673 - Melrose Park, Illinois:17-031 US NA USD CA,MX,CU"],
svec!["28.11085:-82.69482 - East Lake, Florida:12-003 US NA USD CA,MX,CU"],
svec!["40.71427:-74.00597 - New York, New York:36- US NA USD CA,MX,CU"],
svec!["40.79472:-73.9425 - East Harlem, New York:36-061 US NA USD CA,MX,CU"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["14.55027:121.03269 - Makati City, National Capital Region:- PH AS PHP "],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_pretty_json() {
let wrk = Workdir::new("geocode_suggest_pretty_json");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg("%pretty-json")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["{\n \"cityrecord\":{\n \"id\": 4901868,\n \"name\": \"Melrose Park\",\n \"latitude\": 41.90059,\n \"longitude\": -87.85673,\n \"country\": {\n \"id\": 6252001,\n \"code\": \"US\",\n \"name\": \"United States\"\n },\n \"admin_division\": {\n \"id\": 4896861,\n \"code\": \"US.IL\",\n \"name\": \"Illinois\"\n },\n \"admin2_division\": {\n \"id\": 4888671,\n \"code\": \"US.IL.031\",\n \"name\": \"Cook County\"\n },\n \"timezone\": \"America/Chicago\",\n \"names\": {\n \"en\": \"Melrose Park\"\n },\n \"country_names\": {\n \"en\": \"United States\"\n },\n \"admin1_names\": {\n \"en\": \"Illinois\"\n },\n \"admin2_names\": {\n \"en\": \"Cook\"\n },\n \"population\": 25379\n},\n \"countryrecord\":{\n \"info\": {\n \"iso\": \"US\",\n \"iso3\": \"USA\",\n \"iso_numeric\": \"840\",\n \"fips\": \"US\",\n \"name\": \"United States\",\n \"capital\": \"Washington\",\n \"area\": \"9629091\",\n \"population\": 327167434,\n \"continent\": \"NA\",\n \"tld\": \".us\",\n \"currency_code\": \"USD\",\n \"currency_name\": \"Dollar\",\n \"phone\": \"1\",\n \"postal_code_format\": \"#####-####\",\n \"postal_code_regex\": \"^\\\\d{5}(-\\\\d{4})?$\",\n \"languages\": \"en-US,es-US,haw,fr\",\n \"geonameid\": 6252001,\n \"neighbours\": \"CA,MX,CU\",\n \"equivalent_fips_code\": \"\"\n },\n \"names\": {\n \"en\": \"United States\"\n },\n \"capital_names\": {\n \"en\": \"Washington D.C.\"\n }\n}\n \"us_fips_codes\":{\n \"us_state_code\": \"IL\",\n \"us_state_name\": \"Illinois\",\n \"us_state_fips_code\": \"17\",\n \"us_county\": \"Cook\",\n \"us_county_fips_code\": \"031\"\n}\n}"],
svec!["{\n \"cityrecord\":{\n \"id\": 4154008,\n \"name\": \"East Lake\",\n \"latitude\": 28.11085,\n \"longitude\": -82.69482,\n \"country\": {\n \"id\": 6252001,\n \"code\": \"US\",\n \"name\": \"United States\"\n },\n \"admin_division\": {\n \"id\": 4155751,\n \"code\": \"US.FL\",\n \"name\": \"Florida\"\n },\n \"admin2_division\": {\n \"id\": 4168618,\n \"code\": \"US.FL.103\",\n \"name\": \"Pinellas County\"\n },\n \"timezone\": \"America/New_York\",\n \"names\": null,\n \"country_names\": {\n \"en\": \"United States\"\n },\n \"admin1_names\": {\n \"en\": \"Florida\"\n },\n \"admin2_names\": {\n \"en\": \"Pinellas\"\n },\n \"population\": 30962\n},\n \"countryrecord\":{\n \"info\": {\n \"iso\": \"US\",\n \"iso3\": \"USA\",\n \"iso_numeric\": \"840\",\n \"fips\": \"US\",\n \"name\": \"United States\",\n \"capital\": \"Washington\",\n \"area\": \"9629091\",\n \"population\": 327167434,\n \"continent\": \"NA\",\n \"tld\": \".us\",\n \"currency_code\": \"USD\",\n \"currency_name\": \"Dollar\",\n \"phone\": \"1\",\n \"postal_code_format\": \"#####-####\",\n \"postal_code_regex\": \"^\\\\d{5}(-\\\\d{4})?$\",\n \"languages\": \"en-US,es-US,haw,fr\",\n \"geonameid\": 6252001,\n \"neighbours\": \"CA,MX,CU\",\n \"equivalent_fips_code\": \"\"\n },\n \"names\": {\n \"en\": \"United States\"\n },\n \"capital_names\": {\n \"en\": \"Washington D.C.\"\n }\n}\n \"us_fips_codes\":{\n \"us_state_code\": \"FL\",\n \"us_state_name\": \"Florida\",\n \"us_state_fips_code\": \"12\",\n \"us_county\": \"Pinellas\",\n \"us_county_fips_code\": \"003\"\n}\n}"],
svec!["{\n \"cityrecord\":{\n \"id\": 5128581,\n \"name\": \"New York City\",\n \"latitude\": 40.71427,\n \"longitude\": -74.00597,\n \"country\": {\n \"id\": 6252001,\n \"code\": \"US\",\n \"name\": \"United States\"\n },\n \"admin_division\": {\n \"id\": 5128638,\n \"code\": \"US.NY\",\n \"name\": \"New York\"\n },\n \"admin2_division\": null,\n \"timezone\": \"America/New_York\",\n \"names\": {\n \"en\": \"New York\"\n },\n \"country_names\": {\n \"en\": \"United States\"\n },\n \"admin1_names\": {\n \"en\": \"New York\"\n },\n \"admin2_names\": null,\n \"population\": 8804190\n},\n \"countryrecord\":{\n \"info\": {\n \"iso\": \"US\",\n \"iso3\": \"USA\",\n \"iso_numeric\": \"840\",\n \"fips\": \"US\",\n \"name\": \"United States\",\n \"capital\": \"Washington\",\n \"area\": \"9629091\",\n \"population\": 327167434,\n \"continent\": \"NA\",\n \"tld\": \".us\",\n \"currency_code\": \"USD\",\n \"currency_name\": \"Dollar\",\n \"phone\": \"1\",\n \"postal_code_format\": \"#####-####\",\n \"postal_code_regex\": \"^\\\\d{5}(-\\\\d{4})?$\",\n \"languages\": \"en-US,es-US,haw,fr\",\n \"geonameid\": 6252001,\n \"neighbours\": \"CA,MX,CU\",\n \"equivalent_fips_code\": \"\"\n },\n \"names\": {\n \"en\": \"United States\"\n },\n \"capital_names\": {\n \"en\": \"Washington D.C.\"\n }\n}\n \"us_fips_codes\":{\n \"us_state_code\": \"NY\",\n \"us_state_name\": \"New York\",\n \"us_state_fips_code\": \"36\",\n \"us_county\": \"\",\n \"us_county_fips_code\": \"\"\n}\n}"],
svec!["{\n \"cityrecord\":{\n \"id\": 6332428,\n \"name\": \"East Harlem\",\n \"latitude\": 40.79472,\n \"longitude\": -73.9425,\n \"country\": {\n \"id\": 6252001,\n \"code\": \"US\",\n \"name\": \"United States\"\n },\n \"admin_division\": {\n \"id\": 5128638,\n \"code\": \"US.NY\",\n \"name\": \"New York\"\n },\n \"admin2_division\": {\n \"id\": 5128594,\n \"code\": \"US.NY.061\",\n \"name\": \"New York County\"\n },\n \"timezone\": \"America/New_York\",\n \"names\": {\n \"en\": \"East Harlem\"\n },\n \"country_names\": {\n \"en\": \"United States\"\n },\n \"admin1_names\": {\n \"en\": \"New York\"\n },\n \"admin2_names\": {\n \"en\": \"New York County\"\n },\n \"population\": 115921\n},\n \"countryrecord\":{\n \"info\": {\n \"iso\": \"US\",\n \"iso3\": \"USA\",\n \"iso_numeric\": \"840\",\n \"fips\": \"US\",\n \"name\": \"United States\",\n \"capital\": \"Washington\",\n \"area\": \"9629091\",\n \"population\": 327167434,\n \"continent\": \"NA\",\n \"tld\": \".us\",\n \"currency_code\": \"USD\",\n \"currency_name\": \"Dollar\",\n \"phone\": \"1\",\n \"postal_code_format\": \"#####-####\",\n \"postal_code_regex\": \"^\\\\d{5}(-\\\\d{4})?$\",\n \"languages\": \"en-US,es-US,haw,fr\",\n \"geonameid\": 6252001,\n \"neighbours\": \"CA,MX,CU\",\n \"equivalent_fips_code\": \"\"\n },\n \"names\": {\n \"en\": \"United States\"\n },\n \"capital_names\": {\n \"en\": \"Washington D.C.\"\n }\n}\n \"us_fips_codes\":{\n \"us_state_code\": \"NY\",\n \"us_state_name\": \"New York\",\n \"us_state_fips_code\": \"36\",\n \"us_county\": \"New York County\",\n \"us_county_fips_code\": \"061\"\n}\n}"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"],
svec!["{\n \"cityrecord\":{\n \"id\": 1703417,\n \"name\": \"Makati City\",\n \"latitude\": 14.55027,\n \"longitude\": 121.03269,\n \"country\": {\n \"id\": 1694008,\n \"code\": \"PH\",\n \"name\": \"Philippines\"\n },\n \"admin_division\": {\n \"id\": 7521311,\n \"code\": \"PH.NCR\",\n \"name\": \"Metro Manila\"\n },\n \"admin2_division\": {\n \"id\": 11395838,\n \"code\": \"PH.NCR.137600000\",\n \"name\": \"Southern Manila District\"\n },\n \"timezone\": \"Asia/Manila\",\n \"names\": {\n \"en\": \"Makati City\"\n },\n \"country_names\": {\n \"en\": \"Philippines\"\n },\n \"admin1_names\": {\n \"en\": \"National Capital Region\"\n },\n \"admin2_names\": null,\n \"population\": 510383\n},\n \"countryrecord\":{\n \"info\": {\n \"iso\": \"PH\",\n \"iso3\": \"PHL\",\n \"iso_numeric\": \"608\",\n \"fips\": \"RP\",\n \"name\": \"Philippines\",\n \"capital\": \"Manila\",\n \"area\": \"300000\",\n \"population\": 106651922,\n \"continent\": \"AS\",\n \"tld\": \".ph\",\n \"currency_code\": \"PHP\",\n \"currency_name\": \"Peso\",\n \"phone\": \"63\",\n \"postal_code_format\": \"####\",\n \"postal_code_regex\": \"^(\\\\d{4})$\",\n \"languages\": \"tl,en-PH,fil,ceb,ilo,hil,war,pam,bik,bcl,pag,mrw,tsg,mdh,cbk,krj,sgd,msb,akl,ibg,yka,mta,abx\",\n \"geonameid\": 1694008,\n \"neighbours\": \"\",\n \"equivalent_fips_code\": \"\"\n },\n \"names\": {\n \"en\": \"Philippines\"\n },\n \"capital_names\": {\n \"en\": \"Manila\"\n }\n}\n \"us_fips_codes\":{\n \"us_state_code\": \"\",\n \"us_state_name\": \"National Capital Region\",\n \"us_state_fips_code\": \"null\",\n \"us_county\": \"\",\n \"us_county_fips_code\": \"\"\n}\n}"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_invalid_dynfmt() {
let wrk = Workdir::new("geocode_suggest_invalid_dynfmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg("{latitude}:{longitude} - {name}, {admin1} {invalid_field}")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Invalid dynfmt template."],
svec!["Invalid dynfmt template."],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Invalid dynfmt template."],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_fmt() {
let wrk = Workdir::new("geocode_suggest_fmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Elmhurst, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["40.71427, -74.00597"],
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg("%city-state-country")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Elmhurst, New York US"],
svec!["East Lake, Florida US"],
svec!["New York, New York US"],
svec!["East Harlem, New York US"],
svec!["This is not a Location and it will not be geocoded"],
svec!["40.71427, -74.00597"], // suggest doesn't work with lat, long
svec!["Makati City, National Capital Region PH"],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_fmt_json() {
let wrk = Workdir::new("geocode_suggest_fmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Elmhurst, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["40.71427, -74.00597"],
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg("%json")
.arg("data.csv");
let got: String = wrk.stdout(&mut cmd);
let expected = r######"Location
"{""cityrecord"":{""id"":5116495,""name"":""Elmhurst"",""latitude"":40.73649,""longitude"":-73.87791,""country"":{""id"":6252001,""code"":""US"",""name"":""United States""},""admin_division"":{""id"":5128638,""code"":""US.NY"",""name"":""New York""},""admin2_division"":{""id"":5133268,""code"":""US.NY.081"",""name"":""Queens County""},""timezone"":""America/New_York"",""names"":{""en"":""Elmhurst""},""country_names"":{""en"":""United States""},""admin1_names"":{""en"":""New York""},""admin2_names"":{""en"":""Queens County""},""population"":113364}, ""countryrecord"":{""info"":{""iso"":""US"",""iso3"":""USA"",""iso_numeric"":""840"",""fips"":""US"",""name"":""United States"",""capital"":""Washington"",""area"":""9629091"",""population"":327167434,""continent"":""NA"",""tld"":"".us"",""currency_code"":""USD"",""currency_name"":""Dollar"",""phone"":""1"",""postal_code_format"":""#####-####"",""postal_code_regex"":""^\\d{5}(-\\d{4})?$"",""languages"":""en-US,es-US,haw,fr"",""geonameid"":6252001,""neighbours"":""CA,MX,CU"",""equivalent_fips_code"":""""},""names"":{""en"":""United States""},""capital_names"":{""en"":""Washington D.C.""}} ""us_fips_codes"":{""us_state_code"":""NY"",""us_state_name"":""New York"",""us_state_fips_code"":""36"",""us_county"":""Queens County"",""us_county_fips_code"":""081""}}"
"{""cityrecord"":{""id"":4154008,""name"":""East Lake"",""latitude"":28.11085,""longitude"":-82.69482,""country"":{""id"":6252001,""code"":""US"",""name"":""United States""},""admin_division"":{""id"":4155751,""code"":""US.FL"",""name"":""Florida""},""admin2_division"":{""id"":4168618,""code"":""US.FL.103"",""name"":""Pinellas County""},""timezone"":""America/New_York"",""names"":null,""country_names"":{""en"":""United States""},""admin1_names"":{""en"":""Florida""},""admin2_names"":{""en"":""Pinellas""},""population"":30962}, ""countryrecord"":{""info"":{""iso"":""US"",""iso3"":""USA"",""iso_numeric"":""840"",""fips"":""US"",""name"":""United States"",""capital"":""Washington"",""area"":""9629091"",""population"":327167434,""continent"":""NA"",""tld"":"".us"",""currency_code"":""USD"",""currency_name"":""Dollar"",""phone"":""1"",""postal_code_format"":""#####-####"",""postal_code_regex"":""^\\d{5}(-\\d{4})?$"",""languages"":""en-US,es-US,haw,fr"",""geonameid"":6252001,""neighbours"":""CA,MX,CU"",""equivalent_fips_code"":""""},""names"":{""en"":""United States""},""capital_names"":{""en"":""Washington D.C.""}} ""us_fips_codes"":{""us_state_code"":""FL"",""us_state_name"":""Florida"",""us_state_fips_code"":""12"",""us_county"":""Pinellas"",""us_county_fips_code"":""003""}}"
"{""cityrecord"":{""id"":5128581,""name"":""New York City"",""latitude"":40.71427,""longitude"":-74.00597,""country"":{""id"":6252001,""code"":""US"",""name"":""United States""},""admin_division"":{""id"":5128638,""code"":""US.NY"",""name"":""New York""},""admin2_division"":null,""timezone"":""America/New_York"",""names"":{""en"":""New York""},""country_names"":{""en"":""United States""},""admin1_names"":{""en"":""New York""},""admin2_names"":null,""population"":8804190}, ""countryrecord"":{""info"":{""iso"":""US"",""iso3"":""USA"",""iso_numeric"":""840"",""fips"":""US"",""name"":""United States"",""capital"":""Washington"",""area"":""9629091"",""population"":327167434,""continent"":""NA"",""tld"":"".us"",""currency_code"":""USD"",""currency_name"":""Dollar"",""phone"":""1"",""postal_code_format"":""#####-####"",""postal_code_regex"":""^\\d{5}(-\\d{4})?$"",""languages"":""en-US,es-US,haw,fr"",""geonameid"":6252001,""neighbours"":""CA,MX,CU"",""equivalent_fips_code"":""""},""names"":{""en"":""United States""},""capital_names"":{""en"":""Washington D.C.""}} ""us_fips_codes"":{""us_state_code"":""NY"",""us_state_name"":""New York"",""us_state_fips_code"":""36"",""us_county"":"""",""us_county_fips_code"":""""}}"
"{""cityrecord"":{""id"":6332428,""name"":""East Harlem"",""latitude"":40.79472,""longitude"":-73.9425,""country"":{""id"":6252001,""code"":""US"",""name"":""United States""},""admin_division"":{""id"":5128638,""code"":""US.NY"",""name"":""New York""},""admin2_division"":{""id"":5128594,""code"":""US.NY.061"",""name"":""New York County""},""timezone"":""America/New_York"",""names"":{""en"":""East Harlem""},""country_names"":{""en"":""United States""},""admin1_names"":{""en"":""New York""},""admin2_names"":{""en"":""New York County""},""population"":115921}, ""countryrecord"":{""info"":{""iso"":""US"",""iso3"":""USA"",""iso_numeric"":""840"",""fips"":""US"",""name"":""United States"",""capital"":""Washington"",""area"":""9629091"",""population"":327167434,""continent"":""NA"",""tld"":"".us"",""currency_code"":""USD"",""currency_name"":""Dollar"",""phone"":""1"",""postal_code_format"":""#####-####"",""postal_code_regex"":""^\\d{5}(-\\d{4})?$"",""languages"":""en-US,es-US,haw,fr"",""geonameid"":6252001,""neighbours"":""CA,MX,CU"",""equivalent_fips_code"":""""},""names"":{""en"":""United States""},""capital_names"":{""en"":""Washington D.C.""}} ""us_fips_codes"":{""us_state_code"":""NY"",""us_state_name"":""New York"",""us_state_fips_code"":""36"",""us_county"":""New York County"",""us_county_fips_code"":""061""}}"
This is not a Location and it will not be geocoded
"40.71427, -74.00597"
"{""cityrecord"":{""id"":1703417,""name"":""Makati City"",""latitude"":14.55027,""longitude"":121.03269,""country"":{""id"":1694008,""code"":""PH"",""name"":""Philippines""},""admin_division"":{""id"":7521311,""code"":""PH.NCR"",""name"":""Metro Manila""},""admin2_division"":{""id"":11395838,""code"":""PH.NCR.137600000"",""name"":""Southern Manila District""},""timezone"":""Asia/Manila"",""names"":{""en"":""Makati City""},""country_names"":{""en"":""Philippines""},""admin1_names"":{""en"":""National Capital Region""},""admin2_names"":null,""population"":510383}, ""countryrecord"":{""info"":{""iso"":""PH"",""iso3"":""PHL"",""iso_numeric"":""608"",""fips"":""RP"",""name"":""Philippines"",""capital"":""Manila"",""area"":""300000"",""population"":106651922,""continent"":""AS"",""tld"":"".ph"",""currency_code"":""PHP"",""currency_name"":""Peso"",""phone"":""63"",""postal_code_format"":""####"",""postal_code_regex"":""^(\\d{4})$"",""languages"":""tl,en-PH,fil,ceb,ilo,hil,war,pam,bik,bcl,pag,mrw,tsg,mdh,cbk,krj,sgd,msb,akl,ibg,yka,mta,abx"",""geonameid"":1694008,""neighbours"":"""",""equivalent_fips_code"":""""},""names"":{""en"":""Philippines""},""capital_names"":{""en"":""Manila""}} ""us_fips_codes"":{""us_state_code"":"""",""us_state_name"":""National Capital Region"",""us_state_fips_code"":""null"",""us_county"":"""",""us_county_fips_code"":""""}}""######;
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_fmt_cityrecord() {
let wrk = Workdir::new("geocode_suggest_fmt_cityrecord");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Elmhurst, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["40.71427, -74.00597"],
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.arg("--formatstr")
.arg("%cityrecord")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec![
"CitiesRecord { id: 5116495, name: \"Elmhurst\", latitude: 40.73649, longitude: \
-73.87791, country: Some(Country { id: 6252001, code: \"US\", name: \"United \
States\" }), admin_division: Some(AdminDivision { id: 5128638, code: \"US.NY\", \
name: \"New York\" }), admin2_division: Some(AdminDivision { id: 5133268, code: \
\"US.NY.081\", name: \"Queens County\" }), timezone: \"America/New_York\", names: \
Some({\"en\": \"Elmhurst\"}), country_names: Some({\"en\": \"United States\"}), \
admin1_names: Some({\"en\": \"New York\"}), admin2_names: Some({\"en\": \"Queens \
County\"}), population: 113364 }"
],
svec![
"CitiesRecord { id: 4154008, name: \"East Lake\", latitude: 28.11085, longitude: \
-82.69482, country: Some(Country { id: 6252001, code: \"US\", name: \"United \
States\" }), admin_division: Some(AdminDivision { id: 4155751, code: \"US.FL\", \
name: \"Florida\" }), admin2_division: Some(AdminDivision { id: 4168618, code: \
\"US.FL.103\", name: \"Pinellas County\" }), timezone: \"America/New_York\", names: \
None, country_names: Some({\"en\": \"United States\"}), admin1_names: Some({\"en\": \
\"Florida\"}), admin2_names: Some({\"en\": \"Pinellas\"}), population: 30962 }"
],
svec![
"CitiesRecord { id: 5128581, name: \"New York City\", latitude: 40.71427, longitude: \
-74.00597, country: Some(Country { id: 6252001, code: \"US\", name: \"United \
States\" }), admin_division: Some(AdminDivision { id: 5128638, code: \"US.NY\", \
name: \"New York\" }), admin2_division: None, timezone: \"America/New_York\", names: \
Some({\"en\": \"New York\"}), country_names: Some({\"en\": \"United States\"}), \
admin1_names: Some({\"en\": \"New York\"}), admin2_names: None, population: 8804190 }"
],
svec![
"CitiesRecord { id: 6332428, name: \"East Harlem\", latitude: 40.79472, longitude: \
-73.9425, country: Some(Country { id: 6252001, code: \"US\", name: \"United States\" \
}), admin_division: Some(AdminDivision { id: 5128638, code: \"US.NY\", name: \"New \
York\" }), admin2_division: Some(AdminDivision { id: 5128594, code: \"US.NY.061\", \
name: \"New York County\" }), timezone: \"America/New_York\", names: Some({\"en\": \
\"East Harlem\"}), country_names: Some({\"en\": \"United States\"}), admin1_names: \
Some({\"en\": \"New York\"}), admin2_names: Some({\"en\": \"New York County\"}), \
population: 115921 }"
],
svec!["This is not a Location and it will not be geocoded"],
svec!["40.71427, -74.00597"],
svec![
"CitiesRecord { id: 1703417, name: \"Makati City\", latitude: 14.55027, longitude: \
121.03269, country: Some(Country { id: 1694008, code: \"PH\", name: \"Philippines\" \
}), admin_division: Some(AdminDivision { id: 7521311, code: \"PH.NCR\", name: \
\"Metro Manila\" }), admin2_division: Some(AdminDivision { id: 11395838, code: \
\"PH.NCR.137600000\", name: \"Southern Manila District\" }), timezone: \
\"Asia/Manila\", names: Some({\"en\": \"Makati City\"}), country_names: \
Some({\"en\": \"Philippines\"}), admin1_names: Some({\"en\": \"National Capital \
Region\"}), admin2_names: None, population: 510383 }"
],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reverse() {
let wrk = Workdir::new("geocode_reverse");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["40.812126, -73.9041813"],
svec!["40.66472342, -73.93867227"],
svec!["(40.766672, -73.9568128)"],
svec!["( 40.819342, -73.9532127 )"],
svec!["< 40.819342,-73.9532127 >"],
svec!["This is not a Location and it will not be geocoded"],
svec![
"The treasure is at these coordinates 40.66472342, -73.93867227. This should be \
geocoded."
],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec![
"The coordinates are 40.66472342 latitude, -73.93867227 longitudue. This should \
NOT be geocoded."
],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("reverse").arg("Location").arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Melrose, New York US"],
svec!["Brooklyn, New York US"],
svec!["Manhattan, New York US"],
svec!["East Harlem, New York US"],
svec!["East Harlem, New York US"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Brooklyn, New York US"],
svec!["95.213424, 190,1234565"],
svec![
"The coordinates are 40.66472342 latitude, -73.93867227 longitudue. This should NOT \
be geocoded."
],
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reverse_fmtstring() {
let wrk = Workdir::new("geocode_reverse_fmtstring");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["40.812126, -73.9041813"],
svec!["40.66472342, -73.93867227"],
svec!["(40.766672, -73.9568128)"],
svec!["(40.819342, -73.9532127)"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("reverse")
.arg("Location")
.arg("--formatstr")
.arg("%city-state-country")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Melrose, New York US"],
svec!["Brooklyn, New York US"],
svec!["Manhattan, New York US"],
svec!["East Harlem, New York US"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reverse_fmtstring_intl() {
let wrk = Workdir::new("geocode_reverse_fmtstring_intl");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["41.390205, 2.154007"],
svec!["52.371807, 4.896029"],
svec!["(52.520008, 13.404954)"],
svec!["(14.55027,121.03269)"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("reverse")
.arg("Location")
.arg("--formatstr")
.arg("%city-admin1-country")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Barcelona, Catalonia ES"],
svec!["Amsterdam, North Holland NL"],
svec!["Berlin, DE"],
svec!["Makati City, National Capital Region PH"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reverse_fmtstring_intl_dynfmt() {
let wrk = Workdir::new("geocode_reverse_fmtstring_intl_dynfmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["41.390205, 2.154007"],
svec!["52.371807, 4.896029"],
svec!["(52.520008, 13.404954)"],
svec!["(14.55027,121.03269)"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("reverse")
.arg("Location")
.arg("--formatstr")
.arg("pop: {population} tz: {timezone}")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["pop: 1620343 tz: Europe/Madrid"],
svec!["pop: 741636 tz: Europe/Amsterdam"],
svec!["pop: 3426354 tz: Europe/Berlin"],
svec!["pop: 510383 tz: Asia/Manila"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
];
assert_eq!(got, expected);
}
#[test]
fn geocode_reverse_fmtstring_intl_invalid_dynfmt() {
let wrk = Workdir::new("geocode_reverse_fmtstring_intl_invalid_dynfmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["41.390205, 2.154007"],
svec!["52.371807, 4.896029"],
svec!["(52.520008, 13.404954)"],
svec!["(14.55027,121.03269)"],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("reverse")
.arg("Location")
.arg("--formatstr")
.arg("pop: {population} tz: {timezone} {doesnotexistfield}")
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec!["Location"],
svec!["Invalid dynfmt template."],
svec!["Invalid dynfmt template."],
svec!["Invalid dynfmt template."],
svec!["Invalid dynfmt template."],
svec!["This is not a Location and it will not be geocoded"],
svec!["95.213424, 190,1234565"], // invalid lat,long
];
assert_eq!(got, expected);
}
#[test]
fn geocode_suggest_dyncols_fmt() {
let wrk = Workdir::new("geocode_suggest_dyncols_fmt");
wrk.create(
"data.csv",
vec![
svec!["Location"],
svec!["Melrose, New York"],
svec!["East Flatbush, New York"],
svec!["Manhattan, New York"],
svec!["Brooklyn, New York"],
svec!["East Harlem, New York"],
svec!["This is not a Location and it will not be geocoded"],
svec!["Jersey City, New Jersey"],
svec!["95.213424, 190,1234565"], // invalid lat, long
svec!["Makati, Metro Manila, Philippines"],
],
);
let mut cmd = wrk.command("geocode");
cmd.arg("suggest")
.arg("Location")
.args([
"-f",
"%dyncols: {city_col:name}, {state_col:admin1}, {county_col:admin2}, \
{country_col:country}, {continent_col:continent}, {currency_col:currency_code}",
])
.arg("data.csv");
let got: Vec<Vec<String>> = wrk.read_stdout(&mut cmd);
let expected = vec![
svec![
"Location",
"city_col",
"state_col",
"county_col",
"country_col",
"continent_col",
"currency_col"
],
svec![
"Melrose, New York",
"Melrose Park",
"Illinois",
"Cook",
"US",
"NA",
"USD"
],
svec![
"East Flatbush, New York",
"East Lake",
"Florida",
"Pinellas",
"US",
"NA",
"USD"
],
svec![
"Manhattan, New York",
"New York",
"New York",
"",
"US",
"NA",
"USD"
],
svec![
"Brooklyn, New York",
"Brooklyn Park",
"Minnesota",
"Hennepin",
"US",
"NA",
"USD"
],
svec![
"East Harlem, New York",
"East Harlem",
"New York",
"New York County",
"US",
"NA",
"USD"
],
svec![
"This is not a Location and it will not be geocoded",
"",
"",
"",
"",
"",
""
],
svec![
"Jersey City, New Jersey",
"Jersey City",
"New Jersey",
"Hudson",
"US",
"NA",
"USD"
],
svec!["95.213424, 190,1234565", "", "", "", "", "", ""],
svec![