如何刪除(刪除)文字檔案中列數少於 10% 的行?

如何刪除(刪除)文字檔案中列數少於 10% 的行?

我對 Bash 很陌生,請耐心解答我的問題(可能很愚蠢)。我有一個像這樣的文字檔案(這裡只是一小部分):

                       type test    test    test    test    test    test    test    test    test    test    test    test    control control control control control control control control control control control control control control control control
Actinomyces_odontolyticus   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0.04306 0   0   0   0   0
Actinomyces_sp_HMSC035G02   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0.00575 0   0   0   0   0
Actinomyces_sp_HPA0247  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0.01802 0   0   0   0   0
Actinomyces_sp_ICM47    0   0   0   0   0   0   0   0   0.00244 0   0   0   0   0   0   0   0   0   0   0   0   0   0.00347 0   0   0   0   0
Actinomyces_sp_S6_Spd3  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0.01421 0   0   0   0   0
Actinomyces_sp_oral_taxon_181   0   0   0.00045 0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0.01219 0   0   0   0   0
Aeriscardovia_aeriphila 0   0   0.00786 0.00471 0   0   0   0.00118 0.00645 0.00918 0.01208 0   0.00153 0   0   0   0   0.00923 0   0.01527 0   0.00719 0.00423 0.00177 0   0.00468 0.0047  0.01937
Alloscardovia_omnicolens    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0
Bifidobacterium_adolescentis    0.06235 0.05427 0.78772 0.11693 0.03352 0.17129 0.23957 0.25833 0.16216 0.18002 2.27324 0.23361 0.38109 0   0.59227 0   0.46423 1.06198 0.20985 0   0.26431 0.7178  0   0   0.04301 0.27795 0.06356 0.54188
Bifidobacterium_angulatum   0   0   0   0.02457 0   0.03637 0   0   0   0   0   0   0   0   0.03184 0   0   0   0   0   0   0   0   0   0.00368 0   0   0
Bifidobacterium_bifidum 0   0   0   0   0   0   0   0   0   0.08402 0   0   0   0   0.06594 0   0   0   0   0   0   0   0   0   0   0   0   0

我想刪除至少 10% 的欄位(個體)中不存在的行(細菌)。這意味著,例如,如果我有 70 個個體,我想去除至少 7 個個體中不存在的細菌(即 = 0)。

誰能幫我一些 Bash 指令嗎?

答案1

您可以使用此awk命令來執行此操作,其中file是您的初始文件,cleaned_file是生成的文件:

awk '{nzeros=0; for(col=2; col<=NF; col++) {if($col == 0) {nzeros++}} {if(nzeros < 0.9 * (NF - 1)) {print $0}}}' file > cleaned_file

解釋:

  1. nzeros=0:我們初始化一個變量,在其中儲存每行的零數量。

  2. for(col=2; col<=NF; col++) {if($col == 0) {nzeros++}}:對於每一行,我們從第二列(col=2- 第一列是細菌類型)循環到結束(col<=NF-NF是字段數,即總列數)。如果列的值為 0 ( if($col == 0)),我們將 的值增加nzeros1 ( nzeros++)。

  3. if(nzeros < 0.9 * (NF - 1)) {print $0}}:如果零的數量小於總列數減去第一個的 90% (0.9) if(nzeros < 0.9 * (NF - 1)),我們將列印該行(print $0-$0表示 中的整行awk)。

您的範例的輸出是:

                       type test    test    test    test    test    test    test    test    test    test    test    test    control control control control control control control control control control control control control control control control
Aeriscardovia_aeriphila 0   0   0.00786 0.00471 0   0   0   0.00118 0.00645 0.00918 0.01208 0   0.00153 0   0   0   0   0.00923 0   0.01527 0   0.00719 0.00423 0.00177 0   0.00468 0.0047  0.01937
Bifidobacterium_adolescentis    0.06235 0.05427 0.78772 0.11693 0.03352 0.17129 0.23957 0.25833 0.16216 0.18002 2.27324 0.23361 0.38109 0   0.59227 0   0.46423 1.06198 0.20985 0   0.26431 0.7178  0   0   0.04301 0.27795 0.06356 0.54188
Bifidobacterium_angulatum   0   0   0   0.02457 0   0.03637 0   0   0   0   0   0   0   0   0.03184 0   0   0   0   0   0   0   0   0   0.00368 0   0   0

答案2

#!/bin/bash

s_DATA_FILE="remove_bacteria_sample_data.txt"

i_PEOPLE_NUMBER=$(head -n1 ${s_DATA_FILE} | awk '{print NF-1}')
# Be aware Bash does not support decimals so 10% of 28 people is 2
# I increased the example to 50% to get at least 2 results with your sample file
i_PERCENT=50
i_MAX_ZEROS=$((i_PERCENT*i_PEOPLE_NUMBER/100))
s_BACTERIA_LIST=$(awk '!(NR==1) { print $1 }' ${s_DATA_FILE})

echo "Found ${i_PEOPLE_NUMBER} People (test and control)"
echo "Max empty readings per Bacteria are ${i_PERCENT}%: ${i_MAX_ZEROS}"
echo

for s_BACTERIA in ${s_BACTERIA_LIST}
do
    # Please be aware that space after ${s_BACTERIA} is required to avoid matching names that start the same
    # Like if you add Actinomyces_sp_HPA0247 and Actinomyces_sp_HPA0247_2
    # Space makes sure Actinomyces_sp_HPA0247 will return only one row
    i_COUNT_ZEROS=$(grep "${s_BACTERIA} " ${s_DATA_FILE} | awk '{for(i=1; i<=NF; i++) if ($i==0) {i_count_zeros++}; print i_count_zeros; exit}')
    if [[ $i_COUNT_ZEROS -le $i_MAX_ZEROS ]]; then
        echo "* ${s_BACTERIA} meets the criteria with ${i_COUNT_ZEROS} people not being tested"
    else
        echo "- Not meeting the criteria ${s_BACTERIA} with ${i_COUNT_ZEROS} people not being tested"
    fi
done

這將返回您:

./remove_bacteria.sh 
Found 28 People (test and control)
Max empty readings per Bacteria are 50%: 14

- Not meeting the criteria Actinomyces_odontolyticus with 27 people not being tested
- Not meeting the criteria Actinomyces_sp_HMSC035G02 with 27 people not being tested
- Not meeting the criteria Actinomyces_sp_HPA0247 with 27 people not being tested
- Not meeting the criteria Actinomyces_sp_ICM47 with 26 people not being tested
- Not meeting the criteria Actinomyces_sp_S6_Spd3 with 27 people not being tested
- Not meeting the criteria Actinomyces_sp_oral_taxon_181 with 26 people not being tested
* Aeriscardovia_aeriphila meets the criteria with 13 people not being tested
- Not meeting the criteria Alloscardovia_omnicolens with 28 people not being tested
* Bifidobacterium_adolescentis meets the criteria with 5 people not being tested
- Not meeting the criteria Bifidobacterium_angulatum with 24 people not being tested
- Not meeting the criteria Bifidobacterium_bifidum with 26 people not being tested

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