{"header":{"message":"Use sparse CSR matrices to get scikit-learns behaviour. All tests pass","description":null,"timestamp":"2021-07-25T13:08:24.651827058Z","authors":[{}]},"hash":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC","authors":[{"key":"Gz5AN8tiLGjsQNTG24sqRr5jNodcDoAzyZSgZGoaYTaD"}],"deps":{"hashes":[["JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC","Use sparse CSR matrices to get scikit-learns behaviour. All tests pass"],["AA",null],["74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC","Use the correct logarithm; IDF matrix matches"],["LHETILNNYVQ27JCR5WGRAPDRQBFORK77UDJDMAZ4E47PC7ZPS7RAC","Initial patch. Impl iterator for n-grams"],["UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC","WIP TfidfTransformer, works for #docs == 1"],["Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC","Impl HashingVectorizer, add (failing) test"],["PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC","Fix HashingVectorizer to work the same as scikit-learn. Extend test"]],"deps":["74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC"],"known":["LHETILNNYVQ27JCR5WGRAPDRQBFORK77UDJDMAZ4E47PC7ZPS7RAC","Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC","PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC","UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC"]},"hunks":[{"FileDel":{"deleted_names":[{"basename":"murmur.rs","metadata":0}],"del":{"EdgeMap":{"edges":[{"previous":"BLOCK | FOLDER","flag":"BLOCK | FOLDER | DELETED","from":{"change":3,"pos":15},"to":{"change":3,"start":0,"end":33},"introduced_by":3},{"previous":"BLOCK | FOLDER","flag":"BLOCK | FOLDER | DELETED","from":{"change":3,"pos":33},"to":{"change":3,"start":34,"end":34},"introduced_by":3}],"inode":{"change":3,"pos":34}}},"content_edges":null,"content":[]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":1,"ins":{"up_context":[{"change":3,"pos":47}],"down_context":[{"change":3,"pos":93}],"flag":"BLOCK","start":0,"end":45,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":47},"to":{"change":3,"start":0,"end":65},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":"use std::{io::Cursor, str::SplitWhitespace};","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:44"}}],"del_contents":[{"Del":{"text":"use std::{io::Cursor, iter::FromIterator, str::SplitWhitespace};","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:64"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":6,"atom":{"NewVertex":{"up_context":[{"change":3,"pos":29}],"down_context":[{"change":3,"pos":138}],"flag":"BLOCK","start":46,"end":65,"inode":{"change":3,"pos":47}}},"contents":[{"Add":{"text":"extern crate sprs;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:64"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":10,"ins":{"up_context":[{"change":3,"pos":200}],"down_context":[{"change":3,"pos":220}],"flag":"BLOCK","start":66,"end":152,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":200},"to":{"change":3,"start":66,"end":137},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":137},"to":{"change":2,"start":0,"end":36},"introduced_by":2}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":"use ndarray::{azip, Array1, Array2, Axis};","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:108"}},{"Add":{"text":"use ndarray_linalg::Norm;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:134"}},{"Add":{"text":"use sprs::CsMat;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:151"}}],"del_contents":[{"Del":{"text":"use ndarray::{azip, Array, Array1, Array2, ArrayBase, Axis, Ix1, Ix2};","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:136"}},{"Del":{"text":"use ndarray_linalg::{Norm, Scalar};","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:35"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":33,"ins":{"up_context":[{"change":3,"pos":575}],"down_context":[{"change":3,"pos":625}],"flag":"BLOCK","start":153,"end":217,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":575},"to":{"change":3,"start":230,"end":299},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" pub fn fit_transform(&self, input: &[&str]) -> CsMat {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:216"}}],"del_contents":[{"Del":{"text":" pub fn fit_transform(&self, input: &[&str]) -> Array {","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:298"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":36,"ins":{"up_context":[{"change":3,"pos":301}],"down_context":[{"change":3,"pos":758}],"flag":"BLOCK","start":218,"end":396,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":301},"to":{"change":3,"start":301,"end":396},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let mut row_idx = vec![0];","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:252"}},{"Add":{"text":" let mut col_idx = Vec::new();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:290"}},{"Add":{"text":" let mut values = Vec::new();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:327"}},{"Add":{"text":" let mut size = 0;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:353"}},{"Add":{"text":" let mut sorting_buf = Vec::new();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:395"}}],"del_contents":[{"Del":{"text":" let mut target: Array = Array::zeros((input.len(), self.n_features as usize));","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:395"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":42,"ins":{"up_context":[{"change":3,"pos":759}],"down_context":[{"change":3,"pos":196}],"flag":"BLOCK","start":397,"end":447,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":759},"to":{"change":3,"start":759,"end":811},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" for (_, &s) in input.iter().enumerate() {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:446"}}],"del_contents":[{"Del":{"text":" for (idx, &s) in input.iter().enumerate() {","pos":"LHETILNNYVQ27JCR5WGRAPDRQBFORK77UDJDMAZ4E47PC7ZPS7RAC:810"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":44,"atom":{"EdgeMap":{"edges":[{"previous":"","flag":"DELETED","from":{"change":3,"pos":238},"to":{"change":3,"start":397,"end":442},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":811},"to":{"change":3,"start":397,"end":442},"introduced_by":3}],"inode":{"change":3,"pos":47}}},"contents":[{"Del":{"text":" let mut v = target.row_mut(idx);","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:441"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":49,"ins":{"up_context":[{"change":3,"pos":664}],"down_context":[{"change":3,"pos":664}],"flag":"BLOCK","start":448,"end":519,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":664},"to":{"change":3,"start":487,"end":565},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" // This is analogous to scikit-learn's comparison >= 0","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:518"}}],"del_contents":[{"Del":{"text":" // This should be analogous to scikit-learn's comparison >= 0","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:564"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":51,"ins":{"up_context":[{"change":3,"pos":721}],"down_context":[{"change":3,"pos":942}],"flag":"BLOCK","start":520,"end":653,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":721},"to":{"change":3,"start":721,"end":785},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let val = (switch * 2) as f64 - 1.0;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:572"}},{"Add":{"text":" col_idx.push(f_idx as usize);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:618"}},{"Add":{"text":" values.push(val);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:652"}}],"del_contents":[{"Del":{"text":" v[f_idx as usize] += (switch * 2) as f64 - 1.0;","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:784"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":56,"ins":{"up_context":[{"change":3,"pos":567}],"down_context":[{"change":3,"pos":956}],"flag":"BLOCK","start":654,"end":1041,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":567},"to":{"change":3,"start":567,"end":681},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let start = *row_idx.last().unwrap();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:703"}},{"Add":{"text":" let row_size = sort_dedup(","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:742"}},{"Add":{"text":" &mut col_idx[start..],","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:781"}},{"Add":{"text":" &mut values[start..],","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:819"}},{"Add":{"text":" &mut sorting_buf,","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:853"}},{"Add":{"text":" );","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:868"}},{"Add":{"text":" size += row_size;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:898"}},{"Add":{"text":" let end = start + row_size;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:938"}},{"Add":{"text":" col_idx.truncate(end);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:973"}},{"Add":{"text":" values.truncate(end);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1007"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1008"}},{"Add":{"text":" row_idx.push(size);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1040"}}],"del_contents":[{"Del":{"text":" if self.normalise {","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:598"}},{"Del":{"text":" let v_norm = v.norm();","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:637"}},{"Del":{"text":" v /= v_norm;","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:666"}},{"Del":{"text":" }","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:680"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":69,"ins":{"up_context":[{"change":3,"pos":966}],"down_context":[{"change":3,"pos":966}],"flag":"BLOCK","start":1042,"end":1251,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":916},"to":{"change":3,"start":916,"end":931},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1042"}},{"Add":{"text":" // TODO: normalisation","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1073"}},{"Add":{"text":" CsMat::new_from_unsorted(","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1107"}},{"Add":{"text":" (input.len(), self.n_features as usize),","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1160"}},{"Add":{"text":" row_idx,","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1181"}},{"Add":{"text":" col_idx,","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1202"}},{"Add":{"text":" values,","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1222"}},{"Add":{"text":" )","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1232"}},{"Add":{"text":" .unwrap()","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1250"}}],"del_contents":[{"Del":{"text":" target","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:930"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":84,"atom":{"NewVertex":{"up_context":[{"change":3,"pos":140}],"down_context":[{"change":3,"pos":140}],"flag":"BLOCK","start":1252,"end":2327,"inode":{"change":3,"pos":47}}},"contents":[{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1252"}},{"Add":{"text":"fn sort_dedup(indices: &mut [usize], values: &mut [f64], buf: &mut Vec<(usize, f64)>) -> usize {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1349"}},{"Add":{"text":" buf.clear();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1366"}},{"Add":{"text":" buf.reserve_exact(indices.len());","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1404"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1405"}},{"Add":{"text":" buf.extend(indices.iter().zip(values.iter()).map(|(&i, &v)| (i, v)));","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1479"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1480"}},{"Add":{"text":" // We sort first","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1501"}},{"Add":{"text":" buf.sort_unstable_by_key(|&(i, _)| i);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1544"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1545"}},{"Add":{"text":" // And now we dedup","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1569"}},{"Add":{"text":" let mut last = None;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1594"}},{"Add":{"text":" let mut target_iter = indices.iter_mut().zip(values.iter_mut());","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1663"}},{"Add":{"text":" let mut target = target_iter.next().unwrap();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1713"}},{"Add":{"text":" let mut size = 0;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1735"}},{"Add":{"text":" for (idx, val) in buf.drain(..) {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1773"}},{"Add":{"text":" match last {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1794"}},{"Add":{"text":" Some(li) => {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1820"}},{"Add":{"text":" if idx == li {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1851"}},{"Add":{"text":" *target.1 += val;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1889"}},{"Add":{"text":" } else {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1914"}},{"Add":{"text":" target = target_iter.next().unwrap();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:1972"}},{"Add":{"text":" size += 1;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2003"}},{"Add":{"text":" *target.0 = idx;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2040"}},{"Add":{"text":" *target.1 = val;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2077"}},{"Add":{"text":" last = Some(idx);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2115"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2133"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2147"}},{"Add":{"text":" None => {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2169"}},{"Add":{"text":" *target.0 = idx;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2202"}},{"Add":{"text":" *target.1 = val;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2235"}},{"Add":{"text":" last = Some(idx);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2269"}},{"Add":{"text":" size += 1;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2296"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2310"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2320"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2326"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":121,"atom":{"NewVertex":{"up_context":[{"change":3,"pos":141}],"down_context":[{"change":3,"pos":141}],"flag":"BLOCK","start":2328,"end":2340,"inode":{"change":3,"pos":47}}},"contents":[{"Add":{"text":" size","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2336"}},{"Add":{"text":"}","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2338"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2339"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":127,"ins":{"up_context":[{"change":3,"pos":283}],"down_context":[{"change":3,"pos":1063}],"flag":"BLOCK","start":2341,"end":2371,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":283},"to":{"change":3,"start":283,"end":317},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" idf: Option>,","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2370"}}],"del_contents":[{"Del":{"text":" idf: Option>,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:316"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":144,"ins":{"up_context":[{"change":3,"pos":700}],"down_context":[{"change":3,"pos":754}],"flag":"BLOCK","start":2372,"end":2630,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":700},"to":{"change":3,"start":700,"end":754},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" pub fn fit(&mut self, matrix: &CsMat) {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2420"}},{"Add":{"text":" fn bincount(mat: &CsMat) -> Vec {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2472"}},{"Add":{"text":" let mut v = vec![0.0; mat.cols()];","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2519"}},{"Add":{"text":" for &idx in mat.indices() {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2559"}},{"Add":{"text":" v[idx] += 1.0;","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2590"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2604"}},{"Add":{"text":" v","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2618"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2628"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2629"}}],"del_contents":[{"Del":{"text":" pub fn fit(&mut self, matrix: &Array) {","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:753"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":154,"ins":{"up_context":[{"change":3,"pos":818}],"down_context":[{"change":3,"pos":865}],"flag":"BLOCK","start":2631,"end":2754,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":818},"to":{"change":3,"start":818,"end":865},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let mut n_samples = matrix.rows();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2673"}},{"Add":{"text":" let df = bincount(matrix);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2708"}},{"Add":{"text":" assert_eq!(matrix.cols(), df.len());","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2753"}}],"del_contents":[{"Del":{"text":" let mut n_samples = matrix.shape()[0];","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:864"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":158,"ins":{"up_context":[{"change":3,"pos":866}],"down_context":[{"change":3,"pos":1253}],"flag":"BLOCK","start":2755,"end":2819,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":866},"to":{"change":3,"start":866,"end":1253},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let mut idf_vector = Array1::from_iter(df.into_iter());","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2818"}}],"del_contents":[{"Del":{"text":" // Iterate over every column (Axis 1) of the matrix and count the occurence of each term, meaning +1 for every document where","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:999"}},{"Del":{"text":" // the value is != 0","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:1028"}},{"Del":{"text":" let df_iter = matrix","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:1057"}},{"Del":{"text":" .axis_iter(Axis(1))","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:1089"}},{"Del":{"text":" .map(|r| r.fold(0.0, |acc, &cur| if cur != 0.0 { acc + 1. } else { acc }));","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:1177"}},{"Del":{"text":" let mut idf_vector: Array = ArrayBase::from_iter(df_iter);","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:1252"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":172,"ins":{"up_context":[{"change":3,"pos":1770}],"down_context":[{"change":3,"pos":1840}],"flag":"BLOCK","start":2820,"end":2930,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":1770},"to":{"change":2,"start":112,"end":211},"introduced_by":2}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" pub fn transform(&self, matrix: &CsMat) -> Array2 {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2885"}},{"Add":{"text":" let mut matrix = matrix.to_dense();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:2929"}}],"del_contents":[{"Del":{"text":" pub fn transform(&self, matrix: Array2) -> Array2 {","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:177"}},{"Del":{"text":" let mut matrix = matrix;","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:210"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":182,"ins":{"up_context":[{"change":2,"pos":219}],"down_context":[{"change":2,"pos":293}],"flag":"BLOCK","start":2931,"end":3005,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":2,"pos":219},"to":{"change":2,"start":219,"end":293},"introduced_by":2}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" pub fn fit_transform(&mut self, matrix: &CsMat) -> Array2 {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3004"}}],"del_contents":[{"Del":{"text":" pub fn fit_transform(&mut self, matrix: Array2) -> Array2 {","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:292"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":184,"ins":{"up_context":[{"change":2,"pos":325}],"down_context":[{"change":2,"pos":356}],"flag":"BLOCK","start":3006,"end":3036,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":2,"pos":325},"to":{"change":2,"start":325,"end":356},"introduced_by":2}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" self.fit(matrix);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3035"}}],"del_contents":[{"Del":{"text":" self.fit(&matrix);","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:355"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":266,"ins":{"up_context":[{"change":3,"pos":2869}],"down_context":[{"change":3,"pos":1013}],"flag":"BLOCK","start":3037,"end":3076,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":2869},"to":{"change":3,"start":682,"end":715},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" use ndarray::{array, Array, Axis};","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3075"}}],"del_contents":[{"Del":{"text":" use ndarray::{array, Array};","pos":"PGIJJK2MGH2SHXUAJQ6LA3HZVC7KJC563WGD6XIEP3J436YW3NUAC:714"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":269,"atom":{"NewVertex":{"up_context":[{"change":3,"pos":2311}],"down_context":[{"change":3,"pos":1061}],"flag":"BLOCK","start":3077,"end":3413,"inode":{"change":3,"pos":47}}},"contents":[{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3077"}},{"Add":{"text":" static INPUT: [&'static str; 4] = [","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3117"}},{"Add":{"text":" \"This is the first document.\",","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3156"}},{"Add":{"text":" \"This document is the second document.\",","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3205"}},{"Add":{"text":" \"And this is the third one.\",","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3243"}},{"Add":{"text":" \"Is this the first document?\",","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3282"}},{"Add":{"text":" ];","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3289"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3290"}},{"Add":{"text":" fn round_dec(n: f64, d: usize) -> f64 {","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3334"}},{"Add":{"text":" let md = 10.0_f64.powi(d as i32);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3376"}},{"Add":{"text":" (n * md).round() / md","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3406"}},{"Add":{"text":" }","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3412"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":299,"ins":{"up_context":[{"change":3,"pos":1145}],"down_context":[{"change":3,"pos":1146}],"flag":"BLOCK","start":3414,"end":3466,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"","flag":"DELETED","from":{"change":3,"pos":1145},"to":{"change":3,"start":1153,"end":1367},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":1153},"to":{"change":3,"start":1153,"end":1367},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":1367},"to":{"change":3,"start":2312,"end":2353},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let r = v.fit_transform(&INPUT).to_dense();","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3465"}}],"del_contents":[{"Del":{"text":" let input = [","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1174"}},{"Del":{"text":" \"This is the first document.\",","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1217"}},{"Del":{"text":" \"This document is the second document.\",","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1270"}},{"Del":{"text":" \"And this is the third one.\",","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1312"}},{"Del":{"text":" \"Is this the first document?\",","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1355"}},{"Del":{"text":" ];","pos":"Q7BIMIWQJHBLNB7LYSYAORQPQ2CKRZSOR3VKASIRWBGJWEMICM2AC:1366"}},{"Del":{"text":" let r = v.fit_transform(&input);","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2352"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":319,"ins":{"up_context":[{"change":3,"pos":2543}],"down_context":[{"change":3,"pos":2757}],"flag":"BLOCK","start":3467,"end":3468,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":2543},"to":{"change":3,"start":2543,"end":2757},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3467"}}],"del_contents":[{"Del":{"text":" let input = [","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2564"}},{"Del":{"text":" \"This is the first document.\",","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2607"}},{"Del":{"text":" \"This document is the second document.\",","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2660"}},{"Del":{"text":" \"And this is the third one.\",","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2702"}},{"Del":{"text":" \"Is this the first document?\",","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2745"}},{"Del":{"text":" ];","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:2756"}}]}},{"Edit":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":394,"atom":{"EdgeMap":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":4447},"to":{"change":3,"start":4447,"end":4814},"introduced_by":3}],"inode":{"change":3,"pos":47}}},"contents":[{"Del":{"text":" /*let t = array![[","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4473"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4489"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4505"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4530"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4555"}},{"Del":{"text":" 0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4579"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4595"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4611"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4636"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4661"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4677"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4693"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4718"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4743"}},{"Del":{"text":" 0.,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4759"}},{"Del":{"text":" -0.35355339,","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4784"}},{"Del":{"text":" 0.","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4799"}},{"Del":{"text":" ]];*/","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4813"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":395,"ins":{"up_context":[{"change":3,"pos":4815}],"down_context":[{"change":3,"pos":4885}],"flag":"BLOCK","start":3469,"end":3510,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":4815},"to":{"change":3,"start":4815,"end":4856},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":4856},"to":{"change":2,"start":487,"end":518},"introduced_by":2}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let r = v.fit_transform(&INPUT);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3509"}}],"del_contents":[{"Del":{"text":" let r = v.fit_transform(&input);","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4855"}},{"Del":{"text":" //println!(\"{:?}\", r);","pos":"74MZGCMIZF4AC2MWUM5IWQT3VACOMLI5AHNSYAWCEKUL4C2D36PQC:517"}}]}},{"Replacement":{"inode":{"change":3,"pos":47},"path":"src/lib.rs","line":397,"ins":{"up_context":[{"change":3,"pos":4905}],"down_context":[{"change":3,"pos":4979}],"flag":"BLOCK","start":3511,"end":3596,"inode":{"change":3,"pos":47}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":3,"pos":4905},"to":{"change":3,"start":4905,"end":4979},"introduced_by":3}],"inode":{"change":3,"pos":47}},"ins_contents":[{"Add":{"text":" let mut r = tf.transform(&r);","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3548"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3549"}},{"Add":{"text":" r.mapv_inplace(|v| round_dec(v, 8));","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3594"}},{"Add":{"text":"","pos":"JTA5GVUCWCLJZVNG4FVXFLSV7HSRJQFHQ6CRURD37JGVFPUKMT7QC:3595"}}],"del_contents":[{"Del":{"text":" println!(\"idf: {:?}\", tf.idf());","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4945"}},{"Del":{"text":" let r = tf.transform(r);","pos":"UYYSWKUVHPSAX4KIQZSKDW7HB7EHWEJ2Q4EKE4MCYL5REWXVX42QC:4978"}}]}},{"Replacement":{"inode":{"change":3,"pos":3294},"path":"Cargo.toml","line":10,"ins":{"up_context":[{"change":3,"pos":3490}],"down_context":[{"change":3,"pos":1593}],"flag":"BLOCK","start":3597,"end":3666,"inode":{"change":3,"pos":3294}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | 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…

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