From 0e917ef0d4938869dd953b7f0891986497b641c8 Mon Sep 17 00:00:00 2001
From: RYDE-WORK <rydewu@primedigitaltech.com>
Date: Thu, 26 Feb 2026 18:00:25 +0800
Subject: [PATCH] =?UTF-8?q?=E5=BC=95=E5=85=A5=E6=9C=80=E6=96=B0=E6=95=B0?=
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---
 .hooks/post-checkout                          |   3 +
 .hooks/post-commit                            |   3 +
 .hooks/post-merge                             |   3 +
 .hooks/pre-push                               |   3 +
 Makefile                                      |   8 +-
 data/interim/internal_corrected.csv           | 872 +++++++++---------
 ...leted_uncorrected.xlsx => .~internal.xlsx} | Bin
 data/raw/internal.xlsx                        | Bin 0 -> 262723 bytes
 .../internal_deleted_uncorrected.xlsx         | Bin
 scripts/preprocess_internal.py                |  56 ++
 10 files changed, 510 insertions(+), 438 deletions(-)
 create mode 100755 .hooks/post-checkout
 create mode 100755 .hooks/post-commit
 create mode 100755 .hooks/post-merge
 create mode 100755 .hooks/pre-push
 rename data/raw/{.~internal_deleted_uncorrected.xlsx => .~internal.xlsx} (100%)
 create mode 100644 data/raw/internal.xlsx
 rename data/raw/{ => old}/internal_deleted_uncorrected.xlsx (100%)
 create mode 100644 scripts/preprocess_internal.py

diff --git a/.hooks/post-checkout b/.hooks/post-checkout
new file mode 100755
index 0000000..5abf8ed
--- /dev/null
+++ b/.hooks/post-checkout
@@ -0,0 +1,3 @@
+#!/bin/sh
+command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-checkout' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; }
+git lfs post-checkout "$@"
diff --git a/.hooks/post-commit b/.hooks/post-commit
new file mode 100755
index 0000000..b8b76c2
--- /dev/null
+++ b/.hooks/post-commit
@@ -0,0 +1,3 @@
+#!/bin/sh
+command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-commit' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; }
+git lfs post-commit "$@"
diff --git a/.hooks/post-merge b/.hooks/post-merge
new file mode 100755
index 0000000..726f909
--- /dev/null
+++ b/.hooks/post-merge
@@ -0,0 +1,3 @@
+#!/bin/sh
+command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-merge' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; }
+git lfs post-merge "$@"
diff --git a/.hooks/pre-push b/.hooks/pre-push
new file mode 100755
index 0000000..5f26dc4
--- /dev/null
+++ b/.hooks/pre-push
@@ -0,0 +1,3 @@
+#!/bin/sh
+command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'pre-push' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; }
+git lfs pre-push "$@"
diff --git a/Makefile b/Makefile
index 1608bbb..96341d0 100644
--- a/Makefile
+++ b/Makefile
@@ -58,10 +58,10 @@ create_environment:
 #################################################################################
 
 
-## Clean raw data (raw -> interim)
-.PHONY: clean_data
-clean_data: requirements
-	$(PYTHON_INTERPRETER) scripts/data_cleaning.py
+## Preprocess internal data (raw -> interim)
+.PHONY: preprocess
+preprocess: requirements
+	$(PYTHON_INTERPRETER) scripts/preprocess_internal.py
 
 ## Process dataset (interim -> processed)
 .PHONY: data
diff --git a/data/interim/internal_corrected.csv b/data/interim/internal_corrected.csv
index eb067fc..19987bf 100644
--- a/data/interim/internal_corrected.csv
+++ b/data/interim/internal_corrected.csv
@@ -1,435 +1,439 @@
 smiles,Helper_lipid_ID,Helper_lipid_ID_DOPE,Helper_lipid_ID_DOTAP,Helper_lipid_ID_DSPC,Helper_lipid_ID_MDOA,Cationic_Lipid_to_mRNA_weight_ratio,Cationic_Lipid_Mol_Ratio,Phospholipid_Mol_Ratio,Cholesterol_Mol_Ratio,PEG_Lipid_Mol_Ratio,Purity,Mix_type,Cargo_type,Cargo_type_mRNA,Cargo_type_pDNA,Cargo_type_siRNA,Target_or_delivered_gene,Model_type,Model_type_A549,Model_type_BDMC,Model_type_BMDM,Model_type_HBEC_ALI,Model_type_HEK293T,Model_type_HeLa,Model_type_IGROV1,Model_type_Mouse,Model_type_RAW264p7,Delivery_target,Delivery_target_body,Delivery_target_dendritic_cell,Delivery_target_generic_cell,Delivery_target_liver,Delivery_target_lung,Delivery_target_lung_epithelium,Delivery_target_macrophage,Delivery_target_muscle,Delivery_target_spleen,Route_of_administration,Route_of_administration_in_vitro,Route_of_administration_intramuscular,Route_of_administration_intratracheal,Route_of_administration_intravenous,Batch_or_individual_or_barcoded,Batch_or_individual_or_barcoded_Barcoded,Batch_or_individual_or_barcoded_Individual,Value_name,Formulation_ID,Cationic_Lipid_Mass_Ratio,Phospholipid_Mass_Ratio,Cholesterol_Mass_Ratio,PEG_Lipid_Mass_Ratio,Amine,Tail,Lipid_name,Library_ID,Experiment_ID,Experimenter_ID,Experiment_weight,Goal,screen_id,Source,Sample_weight,Comment,Amine_number,Full_SMILES,Amine_SMILES,Tail_length,Num_tails,Ketone,Isocyanide,Is_cyclic,Formulation,Batch_or_individual,Random_id,4CR_Lipid_name,Aldehyde,Carboxylic_acid,Amine_name,Tail_name,Linker,MolWt,Tail_count,Num tails,Common_name,Ester,Disulfide,Total_radiance,Form_comment,molecular_weight,split_name_for_normalization,Encapsulation_Efficiency_EE<50,Encapsulation_Efficiency_50<=EE<80,Encapsulation_Efficiency_80<EE<=100,PDI_0_0to0_2,PDI_0_2to0_3,PDI_0_3to0_4,PDI_0_4to0_5,toxic,size,Biodistribution_lymph_nodes,Biodistribution_heart,Biodistribution_liver,Biodistribution_spleen,Biodistribution_lung,Biodistribution_kidney,Biodistribution_muscle,quantified_total_luminescence,unnormalized_delivery,quantified_delivery
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-CCCCCCCCCCN([C@H](C(NCCCN(CCCCCCCCCCCC)CCCCCCCCCC)=O)CO)CCCCCCCCCCCC,DSPC,0,0,1,0,15.24245185,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,5.2699178920263385,0.0,0.07039556483181461,0.20821004758954978,0.1099215160375492,0.12684949742300425,0.04816239919556873,0.4364609749225134,0.6933853561086296,0.6933853561086296,-0.0854178324045635
-CCCCCCCCCCN([C@H](C(NCCCN(CCCCCCCCCCCC)CCCCCCCCCC)=O)CO)CCCCCCCCCCCC,DSPC,0,0,1,0,15.24245185,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,,4.345103280569283,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(CN(CCCCCCCC)CCCCCCCC)NCCCN(CCCCCCCC)CCCCCCCC,DSPC,0,0,1,0,13.38607591,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,gly,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.281930018135596,0.0,0.08460778789131308,0.20005694055666667,0.12936086075893383,0.09810159036277262,0.051411845485909796,0.436460974944404,0.6755740277818357,0.6755740277818357,-0.10365137077996364
-CCCCCCCCN([C@H](C(NCCCN(CCCCCCCC)CCCCCCCC)=O)CO)CCCCCCCC,DSPC,0,0,1,0,13.70858688,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,0,1,0,0,0.0,4.6061696863211745,0.0,0.07622357499005807,0.1896315270624672,0.12426582459981067,0.12343832592746747,0.04997977249768307,0.4364609749225134,0.7036333212579068,0.7036333212579068,-0.07492694355052913
-O=C(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCC)=O)CCCCCCOC(CCCCCCCC)=O)=O)CO)CCCCCCOC(CCCCCCCC)=O)CCCCCCCC,DSPC,0,0,1,0,17.40770989,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.60816569496789,0.0,0.05898595778200786,0.17798769608130618,0.1427167441676691,0.13103445412941725,0.052814172917086365,0.4364609749225132,0.7055176957687271,0.7055176957687271,-0.07299790073427931
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-O=C(CN(CCCCCCOC(CCCCCCCC)=O)CCCCCCOC(CCCCCCCC)=O)NCCCN(CCCCCCOC(CCCCCCCC)=O)CCCCCCOC(CCCCCCCC)=O,DSPC,0,0,1,0,17.2554924,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,gly,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,0,1,0,0,,4.310127759130018,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
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-O=C(OC(CCCCCCCC)CCCCCCCC)CCCCCCCN(CCCCCC(OCCCCCCCCCCC)=O)CCO,DSPC,0,0,1,0,14.67100244,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,Crtl,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.2936051730729785,0.0291199872991734,0.000702410023626044,0.0253755412996204,0.0176881988849176,0.0009624845156452,0.0012679937080773,0.92488338426894,1.0,1.0,0.2284649826936687
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-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,13.26769266,37.83783784,37.83783784,21.62162162,2.702702703,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,0,1,0,0,0.0,4.284827171296749,0.0008203240657762,6.77505055763446eNaN05,0.0013083873768532,0.0020345807314847,0.0004402602540065,0.0017923195595414,0.993536377506761,0.647354606156059,0.647354606156059,-0.13253972192956126
-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,12.69845587,35.8974359,41.02564103,20.51282051,2.564102564,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,0,1,0,0,0.0,4.355939299910563,0.0006066830316894,0.000350488437662207,0.0020055233063691,0.0034159279203626,0.0013565859579565,0.0048481268661396,0.98741666447982,0.429472560198128,0.429472560198128,-0.3555865701709886
-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,17.73864775,54.90196078,23.52941176,19.60784314,1.960784314,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.210051369934071,0.0506054803736383,0.000934742670841204,0.0019574611224674,0.0013170491888115,0.0022925453463399,0.0036218852692317,0.93927083602867,0.295296757118666,0.295296757118666,-0.49294295424365725
-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,17.22254695,52.83018868,26.41509434,18.86792453,1.886792453,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.19614876167715,0.0003945179131678,0.000925918583325644,0.0021911153628771,0.0019284338377779,0.0014120821606533,0.0027980313393928,0.990349900802805,0.423957111788814,0.423957111788814,-0.36123275996568704
-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,16.73562869,50.90909091,29.09090909,18.18181818,1.818181818,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,0,1,0,0,0.0,4.324000197151533,0.0149763371723649,9.09516394922477eNaN05,0.0086581949277734,0.0033715861108704,0.0008708338913841,0.0023429180538144,0.9696891782043,0.799987755503576,0.799987755503576,0.023711532043425975
-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,14.73441264,43.24324324,32.43243243,21.62162162,2.702702703,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,0,1,0,0,0.0,4.638604962074329,0.0041276324223872,0.000587351434637121,0.0012551972148221,0.0015683532988714,0.0015191010509106,0.0033245267373546,0.987617837841017,0.519710678404319,0.519710678404319,-0.263209395316414
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-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,13.89035919,40.0,34.28571429,22.85714286,2.857142857,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.388753955423308,0.0457836478243602,0.00256820195313693,0.0933595380902435,0.040121791020458,0.0030345923157605,0.0071974827140253,0.807934746082015,0.638042293066864,0.638042293066864,-0.14207277948485603
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-CCCCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCCCC)=O)CCCCCCOC(CCCCCCCCCCC)=O)=O)CO)CCCCCCOC(CCCCCCCCCCC)=O)=O,DOPE,1,0,0,0,11.15051107,49.0,25.0,24.0,2.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,1,0,0,0,0.0,4.7140245909001735,0.0160361616147136,0.00185083446366488,0.0073097350182406,0.0034995655057525,0.0041615315110575,0.0042697510066169,0.962872420879954,0.319359456002154,0.319359456002154,-0.4683098592011185
-CCCCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCCCC)=O)CCCCCCOC(CCCCCCCCCCC)=O)=O)CO)CCCCCCOC(CCCCCCCCCCC)=O)=O,DOPE,1,0,0,0,8.327596879,49.0,25.0,24.0,2.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,1,0,0,0,0.0,4.822697998516666,0.0208671125611406,0.0200298903914976,0.0765668274895919,0.0297655881927753,0.0442427715485906,0.0417155046265625,0.766812305189841,0.0431568482237034,0.0431568482237034,-0.7510597336581518
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-O=C(OC(CCCCCCCC)CCCCCCCC)CCCCCCCN(CCCCCC(OCCCCCCCCCCC)=O)CCO,DSPC,0,0,1,0,14.343031,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,Crtl,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.375757021660286,0.0019,0.9077,0.0033,0.0818,0.0,0.003,0.0023,1.0,1.0,1.8695349995476385
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.34776106,49.0,7.5,41.5,2.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.943782987108415,0.0542,0.3146,0.0014,0.0378,0.5913,0.0006,0.0001,1.14,1.14,0.37178362382589436
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,8.630330503,34.25,18.75,45.0,2.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.395682961121367,0.03,0.0837,0.002,0.0261,0.8563,0.0013,0.0006,0.78,0.78,0.0032499752001711128
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,5.746375559,22.0,30.0,45.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,0,1,0,0,0.0,4.264087336809195,0.0156,0.0138,0.0025,0.0104,0.9532,0.0031,0.0014,0.32,0.32,-0.4676541313771421
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.15734025,49.0,28.0,20.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,1,0,0,0,,4.513054897080286,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,9.812051718,44.61,24.89,27.94,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.470495282661489,0.009,0.0178,0.0017,0.0948,0.8762,0.0003,0.0004,1.05,1.05,0.27965021166946363
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,7.893697629,32.11,24.89,40.44,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.289088639014612,0.0343,0.1697,0.0013,0.027,0.7666,0.0009,0.0003,0.46,0.46,-0.3243354902449163
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.08675917,49.0,18.75,31.25,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.9684234452869465,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.13512977,42.13,18.75,38.13,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.906015244966153,0.0128,0.028,0.0006,0.0208,0.9378,0.0,0.0,0.93,0.93,0.15680566212755587
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.43848511,45.61,13.64,38.19,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.525044141508807,0.0635,0.2019,0.0009,0.083,0.6502,0.0003,0.0002,1.5,1.5,0.7403172724516178
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.44748395,44.5,7.5,45.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.4520190064939165,0.011,0.3972,0.0016,0.0536,0.5352,0.0009,0.0005,1.45,1.45,0.6891320434758229
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.57169095,49.0,30.0,20.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.86830338551846,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,8.009941019,34.5,30.0,32.5,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.3476939555933765,0.0165,0.0427,0.0035,0.0616,0.8728,0.0028,0.0,0.42,0.42,-0.3652836734255523
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,6.525773643,24.0,30.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.732683506287051,0.006,0.0205,0.0008,0.0177,0.9538,0.0,0.0012,0.44,0.44,-0.3448095818352343
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.31765932,46.5,7.5,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.81380905109942,0.073,0.0373,0.0,0.0149,0.8748,0.0,0.0,1.01,1.01,0.23870202848882768
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.01888288,46.37,7.5,44.21,1.92,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.706823839714591,0.0145,0.1165,0.0007,0.019,0.8477,0.0011,0.0004,1.94,1.94,1.190747287438613
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.30562834,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.73795129722191,0.0343,0.1697,0.0013,0.027,0.7666,0.0009,0.0003,1.9,1.9,1.149799104257977
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-O=C(OCCCCCCCCCCCC)CCN(CCC(OCCCCCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCCCCCC)=O)CCC(OCCCCCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,17.94799221,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,1.0,4.701389043728634,0.0025632092443288,0.00193796271600952,0.0128146756680969,0.0418402586947232,0.934553052894321,0.0062908407825202,0.0,0.0492674291707299,0.0492674291707299,-0.6674870545840368
-O=C(OCCCCCCCCCCCCCC)CCN(CCC(OCCCCCCCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCCCCCCCC)=O)CCC(OCCCCCCCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,18.38469122,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,1.0,4.460491174618648,0.0010105161293722,0.00153512067382825,0.0095009855135359,0.161931963893941,0.822835993399315,0.003185420390007,0.0,0.105055900803977,0.105055900803977,-0.5186159763833679
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,19.0764718,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,1.0,4.505460341839079,0.0028276342576674,0.00135220428389579,0.101550310310828,0.701364372579719,0.18950529802972,0.0034001805381703,0.0,0.0700302222351868,0.0700302222351868,-0.6120817118766197
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCCCN(CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,17.18453431,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,1.0,4.684905154006945,0.0025903109842197,0.00122267327648511,0.0959380417500791,0.558064631213231,0.339326541744348,0.0028578010316366,0.0,0.0836567108446898,0.0836567108446898,-0.5757195389760648
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC([C@@H](N)CCCCN)=O,DSPC,0,0,1,0,16.82518306,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,LYS,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,1,0,0,0,1,0,0,,4.202899968776446,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.52948326,43.25,25.0,30.0,1.75,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,5.029784112935016,0.0009518629510334,0.000642237882584555,0.0074795313281113,0.295137112679544,0.692754163229738,0.0030350919289883,0.0,0.19435393861906,0.19435393861906,-0.2803248961378029
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.72804315,38.075,17.975,41.825,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,,4.93014804318357,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.39261658,37.0,25.0,37.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,5.146912912388804,0.0007593661670235,0.000694817987152034,0.0046636402569593,0.212680085653105,0.777593147751606,0.0036089421841541,0.0,0.201238755105862,0.201238755105862,-0.2619528199077537
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.51039532,38.5,20.5,38.5,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.684905154006945,0.0015753522565212,0.00592927130077556,0.0090051789012869,0.366135503933579,0.613833328839362,0.0035213647684749,0.0,0.149329656900936,0.149329656900936,-0.40047182198750214
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,16.48290639,45.0,9.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.869839484130799,0.0014711755508891,0.000927103843315829,0.0058523706164529,0.136146016514374,0.851575135737455,0.0040281977375132,0.0,0.31219703699332,0.31219703699332,0.034138443686487704
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.13138042,41.2,22.35,34.325,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,4.901564199041894,0.0031570742276875,0.0025689389054212,0.0146712017391132,0.327849346901905,0.646061693847123,0.0056917443787501,0.0,0.158541375998041,0.158541375998041,-0.3758904252594646
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.79492927,45.0,22.5,30.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.9141243937154115,0.0011335002803412,0.000566939752127873,0.0068070692646791,0.502661298625749,0.486733894218144,0.0020972978589586,0.0,0.145448415448628,0.145448415448628,-0.4108288829150842
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+O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.79492927,45.0,22.5,30.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.9141243937154115,0.00113350028034128,0.000566939752127873,0.00680706926467914,0.502661298625749,0.486733894218144,0.00209729785895866,-,0.145448415448628,0.145448415448628,-0.4108288829150842
+O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,12.55393718,34.325,21.725,41.825,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,4.814620410170298,0.001692878443667,0.000820135726038303,0.00868136575507882,0.408928448915581,0.577101122031978,0.00277604912765729,-,0.113760366510672,0.113760366510672,-0.495388181160095
+O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.93959861,45.0,7.5,45.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.527640983478854,0.00506334343919377,0.004281344333051,0.0165771717732586,0.226890591170162,0.736348900590883,0.0108386486934518,-,0.0547343765642327,0.0547343765642327,-0.6528985503803821
+O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.59337013,45.0,15.75,37.5,1.75,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.810557015713042,0.00141112235558708,0.000749767156842064,0.00637541161251223,0.138880841494329,0.847648476304751,0.00493438107597822,-,0.294154433878409,0.294154433878409,-0.0140080944893819
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+O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,16.27611859,45.0,11.382,42.618,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.680277658474897,0.00152924607683628,0.00192508702614222,0.0105762053188716,0.167270255683968,0.810875386281306,0.00782381961287527,-,0.278754923842637,0.278754923842637,-0.05510156049896443
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diff --git a/data/raw/.~internal_deleted_uncorrected.xlsx b/data/raw/.~internal.xlsx
similarity index 100%
rename from data/raw/.~internal_deleted_uncorrected.xlsx
rename to data/raw/.~internal.xlsx
diff --git a/data/raw/internal.xlsx b/data/raw/internal.xlsx
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literal 0
HcmV?d00001

diff --git a/data/raw/internal_deleted_uncorrected.xlsx b/data/raw/old/internal_deleted_uncorrected.xlsx
similarity index 100%
rename from data/raw/internal_deleted_uncorrected.xlsx
rename to data/raw/old/internal_deleted_uncorrected.xlsx
diff --git a/scripts/preprocess_internal.py b/scripts/preprocess_internal.py
new file mode 100644
index 0000000..cc3f200
--- /dev/null
+++ b/scripts/preprocess_internal.py
@@ -0,0 +1,56 @@
+"""数据清洗脚本：修正原始数据中的问题"""
+
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import typer
+from loguru import logger
+
+from lnp_ml.config import RAW_DATA_DIR, INTERIM_DATA_DIR
+
+
+app = typer.Typer()
+
+
+@app.command()
+def main(
+    input_path: Path = RAW_DATA_DIR / "internal.xlsx",
+    output_path: Path = INTERIM_DATA_DIR / "internal.csv",
+):
+    """
+    预处理内部数据，按给药途径分组进行 z-score 标准化，对 size 列取 log。
+    
+    修正内容：
+    1. 按给药途径分组进行 z-score 标准化
+    2. 对 size 列取 log
+    """
+    logger.info(f"Loading data from {input_path}")
+    df = pd.read_excel(input_path, header=2)
+    logger.info(f"Loaded {len(df)} samples")
+
+    # 分别对肌肉注射组和静脉注射组重新进行 z-score 标准化
+    logger.info("Z-score normalizing delivery by Route_of_administration...")
+    df["unnormalized_delivery"] = pd.to_numeric(df["unnormalized_delivery"], errors="coerce")
+    df["quantified_delivery"] = (
+        df.groupby("Route_of_administration")["unnormalized_delivery"]
+          .transform(lambda x: (x - x.mean()) / x.std())
+    )
+
+    # 将 Cationic_Lipid_Mol_Ratio,Phospholipid_Mol_Ratio,Cholesterol_Mol_Ratio,PEG_Lipid_Mol_Ratio 四列的百分数转换为小数
+    logger.info("Converting percentage columns to decimal...")
+    df[["Cationic_Lipid_Mol_Ratio", "Phospholipid_Mol_Ratio", "Cholesterol_Mol_Ratio", "PEG_Lipid_Mol_Ratio"]] = df[["Cationic_Lipid_Mol_Ratio", "Phospholipid_Mol_Ratio", "Cholesterol_Mol_Ratio", "PEG_Lipid_Mol_Ratio"]] / 100
+
+    # 对 size 列取 log
+    logger.info("Log-transforming size column...")
+    df["size"] = pd.to_numeric(df["size"], errors="coerce")
+    df["size"] = np.log(df["size"].replace(0, np.nan))  # 避免 log(0)
+
+    # 保存
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+    df.to_csv(output_path, index=False)
+    logger.success(f"Saved cleaned data to {output_path}")
+
+
+if __name__ == "__main__":
+    app()