diff --git a/benchmarks/lfhcal/Snakefile b/benchmarks/lfhcal/Snakefile
index cef068e5087ede6def76573a26a172c30a3733b4..8f4bd6851bb3816aa6b123df61d60133f39a08dc 100644
--- a/benchmarks/lfhcal/Snakefile
+++ b/benchmarks/lfhcal/Snakefile
@@ -15,7 +15,7 @@ rule lfhcal_sim:
         "sim_output/lfhcal/{DETECTOR_CONFIG}/{PARTICLE}/{ENERGY}/{PHASE_SPACE}/{PARTICLE}_{ENERGY}_{PHASE_SPACE}.{INDEX}.edm4hep.root.log",
     wildcard_constraints:
         ENERGY="[0-9]+[kMG]eV",
-	PARTICLE="(neutron|pi-|gamma)",
+        PARTICLE="(neutron|pi-|gamma)",
         PHASE_SPACE="3to50deg",
         INDEX="\d{4}",
     params:
@@ -95,18 +95,18 @@ rule lfhcal_summary_at_eta:
     shell:
         """
 if [[ "{wildcards.CAMPAIGN}" == "local" ]]; then
-	set +e
-	EPIC_VERSION="${{DETECTOR_VERSION:-}}"
-	EICRECON_VERSION="$(eicrecon -v | sed -n -e 's/.*\(v[0-9\.]\+\).*/\\1/p')"
-	# Legacy detection
-	: ${{EPIC_VERSION:="$(echo $DETECTOR_PATH | sed -n -e 's/.*epic-\([^-/]\+\).*/\\1/p')"}}
-	set -e
+        set +e
+        EPIC_VERSION="${{DETECTOR_VERSION:-}}"
+        EICRECON_VERSION="$(eicrecon -v | sed -n -e 's/.*\(v[0-9\.]\+\).*/\\1/p')"
+        # Legacy detection
+        : ${{EPIC_VERSION:="$(echo $DETECTOR_PATH | sed -n -e 's/.*epic-\([^-/]\+\).*/\\1/p')"}}
+        set -e
 
-	echo "ePIC version: $EPIC_VERSION"
-	echo "EICrecon version: $EICRECON_VERSION"
-	EXTRA_LEGEND="ePIC $EPIC_VERSION / EICrecon $EICRECON_VERSION"
+        echo "ePIC version: $EPIC_VERSION"
+        echo "EICrecon version: $EICRECON_VERSION"
+        EXTRA_LEGEND="ePIC $EPIC_VERSION / EICrecon $EICRECON_VERSION"
 else
-	EXTRA_LEGEND="ePIC Simulation {wildcards.CAMPAIGN}"
+        EXTRA_LEGEND="ePIC Simulation {wildcards.CAMPAIGN}"
 fi
 cd {wildcards.CAMPAIGN}
 root -l -b -q ../{input.script}'("{wildcards.PARTICLE}", {wildcards.ETA_MIN}, {wildcards.ETA_MAX}, 1., true, "'"$EXTRA_LEGEND"'")'
@@ -118,11 +118,11 @@ rule lfhcal:
     input:
         lambda wildcards: expand(
             [
-	      "{{CAMPAIGN}}/Final_Results/{PARTICLE}/mom/lfhcal_mom_resol_{PARTICLE}_{ETA_BIN}.png",
-	      "{{CAMPAIGN}}/Final_Results/{PARTICLE}/mom/lfhcal_mom_resol_{PARTICLE}_{ETA_BIN}.root",
+              "{{CAMPAIGN}}/Final_Results/{PARTICLE}/mom/lfhcal_mom_resol_{PARTICLE}_{ETA_BIN}.png",
+              "{{CAMPAIGN}}/Final_Results/{PARTICLE}/mom/lfhcal_mom_resol_{PARTICLE}_{ETA_BIN}.root",
             ],
-	    ETA_BIN=[f"{eta_min:.1f}_eta_{eta_max:.1f}" for eta_min, eta_max in zip(LFHCAL_ETA_BINS[:-1], LFHCAL_ETA_BINS[1:])],
-	    PARTICLE=["neutron", "pi-", "gamma"] if wildcards.CAMPAIGN == "local" else ["pi-"],
+            ETA_BIN=[f"{eta_min:.1f}_eta_{eta_max:.1f}" for eta_min, eta_max in zip(LFHCAL_ETA_BINS[:-1], LFHCAL_ETA_BINS[1:])],
+            PARTICLE=["neutron", "pi-", "gamma"] if wildcards.CAMPAIGN == "local" else ["pi-"],
         )
     output:
         directory("results/lfhcal/{CAMPAIGN}/")
diff --git a/benchmarks/tracking_performances/Snakefile b/benchmarks/tracking_performances/Snakefile
index 15e7ba5afdc8b6dd49108a868fee09fc1fa618fa..454abb33d52715f6f9deff23fc379631f98ab52c 100644
--- a/benchmarks/tracking_performances/Snakefile
+++ b/benchmarks/tracking_performances/Snakefile
@@ -141,18 +141,18 @@ rule tracking_performance_summary_at_eta:
     shell:
         """
 if [[ "{wildcards.CAMPAIGN}" == "local" ]]; then
-	set +e
-	EPIC_VERSION="${{DETECTOR_VERSION:-}}"
-	EICRECON_VERSION="$(eicrecon -v | sed -n -e 's/.*\(v[0-9\.]\+\).*/\\1/p')"
-	# Legacy detection
-	: ${{EPIC_VERSION:="$(echo $DETECTOR_PATH | sed -n -e 's/.*epic-\([^-/]\+\).*/\\1/p')"}}
-	set -e
-
-	echo "ePIC version: $EPIC_VERSION"
-	echo "EICrecon version: $EICRECON_VERSION"
-	EXTRA_LEGEND="ePIC $EPIC_VERSION / EICrecon $EICRECON_VERSION"
+        set +e
+        EPIC_VERSION="${{DETECTOR_VERSION:-}}"
+        EICRECON_VERSION="$(eicrecon -v | sed -n -e 's/.*\(v[0-9\.]\+\).*/\\1/p')"
+        # Legacy detection
+        : ${{EPIC_VERSION:="$(echo $DETECTOR_PATH | sed -n -e 's/.*epic-\([^-/]\+\).*/\\1/p')"}}
+        set -e
+
+        echo "ePIC version: $EPIC_VERSION"
+        echo "EICrecon version: $EICRECON_VERSION"
+        EXTRA_LEGEND="ePIC $EPIC_VERSION / EICrecon $EICRECON_VERSION"
 else
-	EXTRA_LEGEND="ePIC Simulation {wildcards.CAMPAIGN}"
+        EXTRA_LEGEND="ePIC Simulation {wildcards.CAMPAIGN}"
 fi
 cd {wildcards.CAMPAIGN}
 root -l -b -q ../{input.script_mom}'("pi-", {wildcards.ETA_MIN}, {wildcards.ETA_MAX}, 1., true, "'"$EXTRA_LEGEND"'")'
diff --git a/benchmarks/zdc_lambda/Snakefile b/benchmarks/zdc_lambda/Snakefile
index 9ffd1701a3e7d315e077e1160348046b78ee9b9f..08158fb813a4709bfb0e53a1e0027ca3e3a85f6e 100644
--- a/benchmarks/zdc_lambda/Snakefile
+++ b/benchmarks/zdc_lambda/Snakefile
@@ -1,25 +1,25 @@
 rule zdc_lambda_generate:
-	input:
+        input:
                 script="benchmarks/zdc_lambda/analysis/gen_lambda_decay.cxx",
-	params:
-		NEVENTS_GEN=1000,
-	output:
-		GEN_FILE="sim_output/zdc_lambda/lambda_decay_{P}GeV.hepmc"
-	shell:
-		"""
+        params:
+                NEVENTS_GEN=1000,
+        output:
+                GEN_FILE="sim_output/zdc_lambda/lambda_decay_{P}GeV.hepmc"
+        shell:
+                """
 root -l -b -q '{input.script}({params.NEVENTS_GEN},0,"{output.GEN_FILE}",{wildcards.P},{wildcards.P})'
 """
 
 rule zdc_lambda_simulate:
-	input:
+        input:
                 GEN_FILE="sim_output/zdc_lambda/lambda_decay_{P}GeV.hepmc",
                 warmup="warmup/{DETECTOR_CONFIG}.edm4hep.root",
-	params:
-		PHYSICS_LIST="FTFP_BERT"
-	output:
-		SIM_FILE="sim_output/zdc_lambda/{DETECTOR_CONFIG}_sim_lambda_dec_{P}GeV_{INDEX}.edm4hep.root"
-	shell:
-		"""
+        params:
+                PHYSICS_LIST="FTFP_BERT"
+        output:
+                SIM_FILE="sim_output/zdc_lambda/{DETECTOR_CONFIG}_sim_lambda_dec_{P}GeV_{INDEX}.edm4hep.root"
+        shell:
+                """
 NEVENTS_SIM=200
 # Running simulation
 npsim \
@@ -43,17 +43,17 @@ eicrecon {input.SIM_FILE} -Ppodio:output_file={output.REC_FILE} -Pdd4hep:xml_fil
 """
 
 rule zdc_lambda_analysis:
-	input:
+        input:
                 expand("sim_output/zdc_lambda/{DETECTOR_CONFIG}_rec_lambda_dec_{P}GeV_{INDEX}.edm4eic.root",
-		    P=[100, 125, 150,175, 200, 225, 250, 275],
+                    P=[100, 125, 150,175, 200, 225, 250, 275],
                     DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
                     INDEX=range(5),
                 ),
                 script="benchmarks/zdc_lambda/analysis/lambda_plots.py",
-	output:
-		results_dir=directory("results/{DETECTOR_CONFIG}/zdc_lambda"),
-	shell:
-		"""
+        output:
+                results_dir=directory("results/{DETECTOR_CONFIG}/zdc_lambda"),
+        shell:
+                """
 mkdir -p {output.results_dir}
 python {input.script} {output.results_dir}
 """
diff --git a/benchmarks/zdc_lyso/Snakefile b/benchmarks/zdc_lyso/Snakefile
index a0b6cbfcc7d656be8b7781b4c2739f4719bd9cc1..71d3fe0e381b115e938ff98f0409245a7301464a 100644
--- a/benchmarks/zdc_lyso/Snakefile
+++ b/benchmarks/zdc_lyso/Snakefile
@@ -58,8 +58,8 @@ rule zdc_lyso_analysis:
                PARTICLE=["gamma"],
                BEAM_ENERGY=["0.005", "0.01", "0.05", "0.1", "0.5", "1.0"],
                THETA_MIN=["0"],
-               THETA_MAX=["0.3"]),	
-	script="benchmarks/zdc_lyso/analysis/analysis.py",
+               THETA_MAX=["0.3"]),        
+        script="benchmarks/zdc_lyso/analysis/analysis.py",
     output:
         "results/{DETECTOR_CONFIG}/zdc_lyso/plots.pdf",
     shell:
diff --git a/benchmarks/zdc_photon/Snakefile b/benchmarks/zdc_photon/Snakefile
index 2ca2ad3d10de372f6f368861bc40f6baadec3229..6963ed7f9ee4daf54f6d5cef97065aaaa1c61a49 100644
--- a/benchmarks/zdc_photon/Snakefile
+++ b/benchmarks/zdc_photon/Snakefile
@@ -1,28 +1,28 @@
 rule zdc_photon_generate:
-	input:
+        input:
                 script="benchmarks/zdc_photon/analysis/gen_particles.cxx",
-	params:
-		th_max=0.23,
-		th_min=0
-	output:
-		GEN_FILE="sim_output/zdc_photon/zdc_photon_{P}GeV.hepmc"
-	shell:
-		"""
+        params:
+                th_max=0.23,
+                th_min=0
+        output:
+                GEN_FILE="sim_output/zdc_photon/zdc_photon_{P}GeV.hepmc"
+        shell:
+                """
 NEVENTS_GEN=200
 mkdir -p sim_output/zdc_photon
 root -l -b -q '{input.script}('$NEVENTS_GEN',"{output.GEN_FILE}", "gamma", {params.th_min}, {params.th_max}, 0., 360., {wildcards.P})'
 """
 
 rule zdc_photon_simulate:
-	input:
+        input:
                 GEN_FILE="sim_output/zdc_photon/zdc_photon_{P}GeV.hepmc",
                 warmup="warmup/{DETECTOR_CONFIG}.edm4hep.root",
-	params:
-		PHYSICS_LIST="FTFP_BERT"
-	output:
-		SIM_FILE="sim_output/zdc_photon/{DETECTOR_CONFIG}_sim_zdc_photon_{P}GeV_{INDEX}.edm4hep.root"
-	shell:
-		"""
+        params:
+                PHYSICS_LIST="FTFP_BERT"
+        output:
+                SIM_FILE="sim_output/zdc_photon/{DETECTOR_CONFIG}_sim_zdc_photon_{P}GeV_{INDEX}.edm4hep.root"
+        shell:
+                """
 # Running simulation
 NEVENTS_SIM=200
 npsim \
@@ -46,17 +46,17 @@ eicrecon {input.SIM_FILE} -Ppodio:output_file={output.REC_FILE} -Pdd4hep:xml_fil
 """
 
 rule zdc_photon_analysis:
-	input:
+        input:
                 expand("sim_output/zdc_photon/{DETECTOR_CONFIG}_rec_zdc_photon_{P}GeV_{INDEX}.edm4eic.root",
-		    P=[20, 30, 50, 70, 100, 150, 200, 275],
+                    P=[20, 30, 50, 70, 100, 150, 200, 275],
                     DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
                     INDEX=range(5),
                 ),
                 script="benchmarks/zdc_photon/analysis/zdc_photon_plots.py",
-	output:
-		results_dir=directory("results/{DETECTOR_CONFIG}/zdc_photon"),
-	shell:
-		"""
+        output:
+                results_dir=directory("results/{DETECTOR_CONFIG}/zdc_photon"),
+        shell:
+                """
 mkdir -p {output.results_dir}
 python {input.script} {output.results_dir}
 """
diff --git a/benchmarks/zdc_pi0/Snakefile b/benchmarks/zdc_pi0/Snakefile
index c2a67993dbc33e32264faf6a96f055f0a373a413..7c82f743cb2506e15fbb48a359511c184824a08f 100644
--- a/benchmarks/zdc_pi0/Snakefile
+++ b/benchmarks/zdc_pi0/Snakefile
@@ -1,26 +1,26 @@
 rule zdc_pi0_generate:
-	input:
+        input:
                 script="benchmarks/zdc_pi0/analysis/gen_pi0_decay.cxx",
-	params:
-		NEVENTS_GEN=1000,
-	output:
-		GEN_FILE="sim_output/zdc_pi0/zdc_pi0_{P}GeV.hepmc"
-	shell:
-		"""
+        params:
+                NEVENTS_GEN=1000,
+        output:
+                GEN_FILE="sim_output/zdc_pi0/zdc_pi0_{P}GeV.hepmc"
+        shell:
+                """
 mkdir -p sim_output/zdc_pi0
 root -l -b -q '{input.script}({params.NEVENTS_GEN},0,"{output.GEN_FILE}",{wildcards.P},{wildcards.P})'
 """
 
 rule zdc_pi0_simulate:
-	input:
+        input:
                 GEN_FILE="sim_output/zdc_pi0/zdc_pi0_{P}GeV.hepmc",
                 warmup="warmup/{DETECTOR_CONFIG}.edm4hep.root",
-	params:
-		PHYSICS_LIST="FTFP_BERT"
-	output:
-		SIM_FILE="sim_output/zdc_pi0/{DETECTOR_CONFIG}_sim_zdc_pi0_{P}GeV_{INDEX}.edm4hep.root"
-	shell:
-		"""
+        params:
+                PHYSICS_LIST="FTFP_BERT"
+        output:
+                SIM_FILE="sim_output/zdc_pi0/{DETECTOR_CONFIG}_sim_zdc_pi0_{P}GeV_{INDEX}.edm4hep.root"
+        shell:
+                """
 NEVENTS_SIM=200
 # Running simulation
 npsim \
@@ -44,17 +44,17 @@ eicrecon {input.SIM_FILE} -Ppodio:output_file={output.REC_FILE} -Pdd4hep:xml_fil
 """
 
 rule zdc_pi0_analysis:
-	input:
+        input:
                 expand("sim_output/zdc_pi0/{DETECTOR_CONFIG}_rec_zdc_pi0_{P}GeV_{INDEX}.edm4eic.root",
-		    P=[60, 80, 100, 130, 160],
-		    DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
+                    P=[60, 80, 100, 130, 160],
+                    DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
                     INDEX=range(5),
                 ),
                 script="benchmarks/zdc_pi0/analysis/zdc_pi0_plots.py",
-	output:
-		results_dir=directory("results/{DETECTOR_CONFIG}/zdc_pi0"),
-	shell:
-		"""
+        output:
+                results_dir=directory("results/{DETECTOR_CONFIG}/zdc_pi0"),
+        shell:
+                """
 mkdir -p {output.results_dir}
 python {input.script} {output.results_dir}
 """
diff --git a/benchmarks/zdc_sigma/Snakefile b/benchmarks/zdc_sigma/Snakefile
index 80e8b25d3721f6f8f38d35748834fc9c00b822c2..1f93e2754ba1e8d279b8bec2cbd236d3e0b18301 100644
--- a/benchmarks/zdc_sigma/Snakefile
+++ b/benchmarks/zdc_sigma/Snakefile
@@ -1,25 +1,25 @@
 rule zdc_sigma_generate:
-	input:
+        input:
                 script="benchmarks/zdc_sigma/analysis/gen_sigma_decay.cxx",
-	params:
-		NEVENTS_GEN=100000,
-	output:
-		GEN_FILE="sim_output/zdc_sigma/sigma_decay_{P}GeV.hepmc"
-	shell:
-		"""
+        params:
+                NEVENTS_GEN=100000,
+        output:
+                GEN_FILE="sim_output/zdc_sigma/sigma_decay_{P}GeV.hepmc"
+        shell:
+                """
 root -l -b -q '{input.script}({params.NEVENTS_GEN},0,"{output.GEN_FILE}",{wildcards.P},{wildcards.P})'
 """
 
 rule zdc_sigma_simulate:
-	input:
+        input:
                 GEN_FILE="sim_output/zdc_sigma/sigma_decay_{P}GeV.hepmc",
                 warmup="warmup/{DETECTOR_CONFIG}.edm4hep.root",
-	params:
-		PHYSICS_LIST="FTFP_BERT"
-	output:
-		SIM_FILE="sim_output/zdc_sigma/{DETECTOR_CONFIG}_sim_sigma_dec_{P}GeV_{INDEX}.edm4hep.root"
-	shell:
-		"""
+        params:
+                PHYSICS_LIST="FTFP_BERT"
+        output:
+                SIM_FILE="sim_output/zdc_sigma/{DETECTOR_CONFIG}_sim_sigma_dec_{P}GeV_{INDEX}.edm4hep.root"
+        shell:
+                """
 NEVENTS_SIM=200
 # Running simulation
 npsim \
@@ -43,17 +43,17 @@ eicrecon {input.SIM_FILE} -Ppodio:output_file={output.REC_FILE} -Pdd4hep:xml_fil
 """
 
 rule zdc_sigma_analysis:
-	input:
+        input:
                 expand("sim_output/zdc_sigma/{DETECTOR_CONFIG}_rec_sigma_dec_{P}GeV_{INDEX}.edm4eic.root",
-		    P=[100, 125, 150,175, 200, 225, 250, 275],
-		    DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
+                    P=[100, 125, 150,175, 200, 225, 250, 275],
+                    DETECTOR_CONFIG=["{DETECTOR_CONFIG}"],
                     INDEX=range(5),
                 ),
                 script="benchmarks/zdc_sigma/analysis/sigma_plots.py",
-	output:
-		results_dir=directory("results/{DETECTOR_CONFIG}/zdc_sigma"),
-	shell:
-		"""
+        output:
+                results_dir=directory("results/{DETECTOR_CONFIG}/zdc_sigma"),
+        shell:
+                """
 mkdir -p {output.results_dir}
 python {input.script} {output.results_dir}
 """