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 $0}}}' file > cleaned_file
解釋:
nzeros=0
:我們初始化一個變量,在其中儲存每行的零數量。for(col=2; col<=NF; col++) {if($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nzeros
1 (nzeros++
)。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