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Add more examples for the rust (#386)
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// --8<-- [start:setup] | ||
use polars::{lazy::dsl::StrptimeOptions, prelude::*}; | ||
// --8<-- [end:setup] | ||
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fn main() -> Result<(), Box<dyn std::error::Error>> { | ||
// --8<-- [start:dfnum] | ||
let df = df! ( | ||
"integers"=> &[1, 2, 3, 4, 5], | ||
"big_integers"=> &[1, 10000002, 3, 10000004, 10000005], | ||
"floats"=> &[4.0, 5.0, 6.0, 7.0, 8.0], | ||
"floats_with_decimal"=> &[4.532, 5.5, 6.5, 7.5, 8.5], | ||
)?; | ||
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println!("{}", &df); | ||
// --8<-- [end:dfnum] | ||
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// --8<-- [start:castnum] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("integers") | ||
.cast(DataType::Float32) | ||
.alias("integers_as_floats"), | ||
col("floats") | ||
.cast(DataType::Int32) | ||
.alias("floats_as_integers"), | ||
col("floats_with_decimal") | ||
.cast(DataType::Int32) | ||
.alias("floats_with_decimal_as_integers"), | ||
]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:castnum] | ||
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// --8<-- [start:downcast] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("integers") | ||
.cast(DataType::Int16) | ||
.alias("integers_smallfootprint"), | ||
col("floats") | ||
.cast(DataType::Float32) | ||
.alias("floats_smallfootprint"), | ||
]) | ||
.collect(); | ||
match out { | ||
Ok(out) => println!("{}", &out), | ||
Err(e) => println!("{:?}", e), | ||
}; | ||
// --8<-- [end:downcast] | ||
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// --8<-- [start:overflow] | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([col("big_integers").strict_cast(DataType::Int8)]) | ||
.collect(); | ||
match out { | ||
Ok(out) => println!("{}", &out), | ||
Err(e) => println!("{:?}", e), | ||
}; | ||
// --8<-- [end:overflow] | ||
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// --8<-- [start:overflow2] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([col("big_integers").cast(DataType::Int8)]) | ||
.collect(); | ||
match out { | ||
Ok(out) => println!("{}", &out), | ||
Err(e) => println!("{:?}", e), | ||
}; | ||
// --8<-- [end:overflow2] | ||
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// --8<-- [start:strings] | ||
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let df = df! ( | ||
"integers" => &[1, 2, 3, 4, 5], | ||
"float" => &[4.0, 5.03, 6.0, 7.0, 8.0], | ||
"floats_as_string" => &["4.0", "5.0", "6.0", "7.0", "8.0"], | ||
)?; | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("integers").cast(DataType::Utf8), | ||
col("float").cast(DataType::Utf8), | ||
col("floats_as_string").cast(DataType::Float64), | ||
]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:strings] | ||
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// --8<-- [start:strings2] | ||
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let df = df! ("strings_not_float"=> ["4.0", "not_a_number", "6.0", "7.0", "8.0"])?; | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([col("strings_not_float").cast(DataType::Float64)]) | ||
.collect(); | ||
match out { | ||
Ok(out) => println!("{}", &out), | ||
Err(e) => println!("{:?}", e), | ||
}; | ||
// --8<-- [end:strings2] | ||
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// --8<-- [start:bool] | ||
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let df = df! ( | ||
"integers"=> &[-1, 0, 2, 3, 4], | ||
"floats"=> &[0.0, 1.0, 2.0, 3.0, 4.0], | ||
"bools"=> &[true, false, true, false, true], | ||
)?; | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("integers").cast(DataType::Boolean), | ||
col("floats").cast(DataType::Boolean), | ||
]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:bool] | ||
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// --8<-- [start:dates] | ||
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use chrono::prelude::*; | ||
use polars::time::*; | ||
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let df = df! ( | ||
"date" => date_range("date", | ||
NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 0).unwrap(), NaiveDate::from_ymd_opt(2022, 1, 5).unwrap().and_hms_opt(0, 0, 0).unwrap(), Duration::parse("1d"),ClosedWindow::Both, TimeUnit::Milliseconds, None)?.cast(&DataType::Date)?, | ||
"datetime" => date_range("datetime", | ||
NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 0).unwrap(), NaiveDate::from_ymd_opt(2022, 1, 5).unwrap().and_hms_opt(0, 0, 0).unwrap(), Duration::parse("1d"),ClosedWindow::Both, TimeUnit::Milliseconds, None)?, | ||
)?; | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("date").cast(DataType::Int64), | ||
col("datetime").cast(DataType::Int64), | ||
]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:dates] | ||
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// --8<-- [start:dates2] | ||
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let df = df! ( | ||
"date" => date_range("date", | ||
NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 0).unwrap(), NaiveDate::from_ymd_opt(2022, 1, 5).unwrap().and_hms_opt(0, 0, 0).unwrap(), Duration::parse("1d"),ClosedWindow::Both, TimeUnit::Milliseconds, None)?, | ||
"string" => &[ | ||
"2022-01-01", | ||
"2022-01-02", | ||
"2022-01-03", | ||
"2022-01-04", | ||
"2022-01-05", | ||
], | ||
)?; | ||
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let out = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("date").dt().strftime("%Y-%m-%d"), | ||
col("string").str().strptime( | ||
DataType::Datetime(TimeUnit::Microseconds, None), | ||
StrptimeOptions::default(), | ||
), | ||
]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:dates2] | ||
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Ok(()) | ||
} |
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use polars::prelude::*; | ||
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fn main() -> Result<(), Box<dyn std::error::Error>> { | ||
// --8<-- [start:selectors_df] | ||
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use chrono::prelude::*; | ||
use polars::time::*; | ||
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let df = df!( | ||
"id" => &[9, 4, 2], | ||
"place" => &["Mars", "Earth", "Saturn"], | ||
"date" => date_range("date", | ||
NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 0).unwrap(), NaiveDate::from_ymd_opt(2022, 1, 3).unwrap().and_hms_opt(0, 0, 0).unwrap(), Duration::parse("1d"),ClosedWindow::Both, TimeUnit::Milliseconds, None)?, | ||
"sales" => &[33.4, 2142134.1, 44.7], | ||
"has_people" => &[false, true, false], | ||
"logged_at" => date_range("logged_at", | ||
NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 0).unwrap(), NaiveDate::from_ymd_opt(2022, 1, 1).unwrap().and_hms_opt(0, 0, 2).unwrap(), Duration::parse("1s"),ClosedWindow::Both, TimeUnit::Milliseconds, None)?, | ||
)? | ||
.with_row_count("rn", None)?; | ||
println!("{}", &df); | ||
// --8<-- [end:selectors_df] | ||
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// --8<-- [start:all] | ||
let out = df.clone().lazy().select([col("*")]).collect()?; | ||
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// Is equivalent to | ||
let out = df.clone().lazy().select([all()]).collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:all] | ||
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// --8<-- [start:exclude] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([col("*").exclude(["logged_at", "rn"])]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:exclude] | ||
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// --8<-- [start:expansion_by_names] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([cols(["date", "logged_at"]).dt().to_string("%Y-%h-%d")]) | ||
.collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:expansion_by_names] | ||
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// --8<-- [start:expansion_by_regex] | ||
let out = df.clone().lazy().select([col("^.*(as|sa).*$")]).collect()?; | ||
println!("{}", &out); | ||
// --8<-- [end:expansion_by_regex] | ||
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// --8<-- [start:expansion_by_dtype] | ||
let out = df | ||
.clone() | ||
.lazy() | ||
.select([dtype_cols([DataType::Int64, DataType::UInt32, DataType::Boolean]).n_unique()]) | ||
.collect()?; | ||
// gives different result than python as the id col is i32 in rust | ||
println!("{}", &out); | ||
// --8<-- [end:expansion_by_dtype] | ||
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// --8<-- [start:selectors_intro] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_intro] | ||
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// --8<-- [start:selectors_diff] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_diff] | ||
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// --8<-- [start:selectors_union] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_union] | ||
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// --8<-- [start:selectors_by_name] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/1059 | ||
// --8<-- [end:selectors_by_name] | ||
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// --8<-- [start:selectors_to_expr] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_to_expr] | ||
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// --8<-- [start:selectors_is_selector_utility] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_is_selector_utility] | ||
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// --8<-- [start:selectors_colnames_utility] | ||
// Not available in Rust, refer the following link | ||
// https://github.com/pola-rs/polars/issues/10594 | ||
// --8<-- [end:selectors_colnames_utility] | ||
Ok(()) | ||
} |
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use polars::prelude::*; | ||
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fn main() -> Result<(), Box<dyn std::error::Error>> { | ||
// --8<-- [start:dataframe] | ||
use rand::{thread_rng, Rng}; | ||
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let mut arr = [0f64; 5]; | ||
thread_rng().fill(&mut arr); | ||
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let df = df! ( | ||
"nrs" => &[Some(1), Some(2), Some(3), None, Some(5)], | ||
"names" => &["foo", "ham", "spam", "egg", "spam"], | ||
"random" => &arr, | ||
"groups" => &["A", "A", "B", "C", "B"], | ||
)?; | ||
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println!("{}", &df); | ||
// --8<-- [end:dataframe] | ||
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// --8<-- [start:samename] | ||
let df_samename = df.clone().lazy().select([col("nrs") + lit(5)]).collect()?; | ||
println!("{}", &df_samename); | ||
// --8<-- [end:samename] | ||
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// --8<-- [start:samenametwice] | ||
let df_samename2 = df | ||
.clone() | ||
.lazy() | ||
.select([col("nrs") + lit(5), col("nrs") - lit(5)]) | ||
.collect(); | ||
match df_samename2 { | ||
Ok(df) => println!("{}", &df), | ||
Err(e) => println!("{:?}", &e), | ||
}; | ||
// --8<-- [end:samenametwice] | ||
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// --8<-- [start:samenamealias] | ||
let df_alias = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
(col("nrs") + lit(5)).alias("nrs + 5"), | ||
(col("nrs") - lit(5)).alias("nrs - 5"), | ||
]) | ||
.collect()?; | ||
println!("{}", &df_alias); | ||
// --8<-- [end:samenamealias] | ||
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// --8<-- [start:countunique] | ||
let df_alias = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("names").n_unique().alias("unique"), | ||
// Following query shows there isn't anything in Rust API | ||
// https://docs.rs/polars/latest/polars/?search=approx_n_unique | ||
// col("names").approx_n_unique().alias("unique_approx"), | ||
]) | ||
.collect()?; | ||
println!("{}", &df_alias); | ||
// --8<-- [end:countunique] | ||
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// --8<-- [start:conditional] | ||
let df_conditional = df | ||
.clone() | ||
.lazy() | ||
.select([ | ||
col("nrs"), | ||
when(col("nrs").gt(2)) | ||
.then(lit(true)) | ||
.otherwise(lit(false)) | ||
.alias("conditional"), | ||
]) | ||
.collect()?; | ||
println!("{}", &df_conditional); | ||
// --8<-- [end:conditional] | ||
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Ok(()) | ||
} |
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