diff --git a/manifests/examples/pipelines/pipeline-with-mocks.yml b/manifests/examples/pipelines/pipeline-with-mocks.yml
index 0ef54f32c..69605dd23 100644
--- a/manifests/examples/pipelines/pipeline-with-mocks.yml
+++ b/manifests/examples/pipelines/pipeline-with-mocks.yml
@@ -43,7 +43,7 @@ initialize:
             description: region cloud instance
             unit: none
             aggregation-method: none
-    "interpolate":
+    interpolate:
       method: Interpolation
       path: "builtin"
       global-config:
@@ -63,7 +63,7 @@ initialize:
             description: result of interpolate
             unit: kWh
             aggregation-method: avg
-    "cpu-factor-to-wattage":
+    cpu-factor-to-wattage:
       method: Multiply
       path: builtin
       global-config:
@@ -71,29 +71,59 @@ initialize:
         output-parameter: "cpu-wattage"
       parameter-metadata:
         inputs:
+          cpu-factor:
+            description: result of interpolate
+            unit: kWh
+            aggregation-method: avg
           cpu/thermal-design-power:
             description: thermal design power for a processor
-            unit: kwh
+            unit: kWh
             aggregation-method: avg
         outputs:
           cpu-wattage:
             description: the energy used by the CPU
-            unit: kwh
+            unit: kWh
             aggregation-method: sum
-    "wattage-times-duration":
+    wattage-times-duration:
       method: Multiply
       path: builtin
       global-config:
         input-parameters: ["cpu-wattage", "duration"]
         output-parameter: "cpu-wattage-times-duration"
-    "wattage-to-energy-kwh":
+      parameter-metadata:
+        inputs:
+          cpu-wattage:
+            description: Energy used by the CPU
+            unit: kWh
+            aggregation-method: sum
+          duration:
+            description: Duration of the observation
+            unit: seconds
+            aggregation-method: sum
+        outputs:
+          cpu-wattage-times-duration:
+            description: CPU wattage multiplied by duration
+            unit: kWh
+            aggregation-method: sum
+    wattage-to-energy-kwh:
       method: Divide
       path: "builtin"
       global-config:
         numerator: cpu-wattage-times-duration
         denominator: 3600000
         output: cpu-energy-raw
-    "calculate-vcpu-ratio":
+      parameter-metadata:
+        inputs:
+          cpu-wattage-times-duration:
+            description: CPU wattage multiplied by duration
+            unit: kWh
+            aggregation-method: sum
+        outputs:
+          cpu-energy-raw:
+            description: Raw energy used by CPU in kWh
+            unit: kWh
+            aggregation-method: sum
+    calculate-vcpu-ratio:
       method: Divide
       path: "builtin"
       global-config:
@@ -110,17 +140,37 @@ initialize:
             description: number of vcpus allocated to particular resource
             unit: count
             aggregation-method: none
-    "correct-cpu-energy-for-vcpu-ratio":
+        outputs:
+          vcpu-ratio:
+            description: Ratio of vCPUs
+            unit: none
+            aggregation-method: none
+    correct-cpu-energy-for-vcpu-ratio:
       method: Divide
       path: "builtin"
       global-config:
         numerator: cpu-energy-raw
         denominator: vcpu-ratio
         output: cpu-energy-kwh
-    "sci-embodied":
+      parameter-metadata:
+        inputs:
+          cpu-energy-raw:
+            description: Raw energy used by CPU in kWh
+            unit: kWh
+            aggregation-method: sum
+          vcpu-ratio:
+            description: Ratio of vCPUs
+            unit: none
+            aggregation-method: none
+        outputs:
+          cpu-energy-kwh:
+            description: Corrected CPU energy in kWh
+            unit: kWh
+            aggregation-method: sum
+    sci-embodied:
       path: "builtin"
       method: SciEmbodied
-    "operational-carbon":
+    operational-carbon:
       method: Multiply
       path: builtin
       global-config:
@@ -128,11 +178,20 @@ initialize:
         output-parameter: "carbon-operational"
       parameter-metadata:
         inputs:
+          cpu-energy-kwh:
+            description: Corrected CPU energy in kWh
+            unit: kWh
+            aggregation-method: sum
           grid/carbon-intensity:
             description: Carbon intensity for the grid
             unit: gCO2eq/kWh
             aggregation-method: avg
-    "sum-carbon":
+        outputs:
+          carbon-operational:
+            description: Operational carbon footprint
+            unit: gCO2eq
+            aggregation-method: sum
+    sum-carbon:
       path: "builtin"
       method: Sum
       global-config:
@@ -140,7 +199,22 @@ initialize:
           - carbon-operational
           - carbon-embodied
         output-parameter: carbon
-    "sci":
+      parameter-metadata:
+        inputs:
+          carbon-operational:
+            description: Operational carbon footprint
+            unit: gCO2eq
+            aggregation-method: sum
+          carbon-embodied:
+            description: Embodied carbon footprint
+            unit: gCO2eq
+            aggregation-method: sum
+        outputs:
+          carbon:
+            description: Total carbon footprint
+            unit: gCO2eq
+            aggregation-method: sum
+    sci:
       path: "builtin"
       method: Sci
       global-config:
@@ -151,7 +225,12 @@ initialize:
             description: expressed the final SCI value
             unit: none
             aggregation-method: sum
-    "time-sync":
+        outputs:
+          sci:
+            description: Scientific Carbon Intensity
+            unit: none
+            aggregation-method: none
+    time-sync:
       method: TimeSync
       path: "builtin"
       global-config:
@@ -165,9 +244,25 @@ initialize:
             description: time reserved for a component
             unit: seconds
             aggregation-method: avg
-    "group-by":
+        outputs:
+          synced-time:
+            description: Synced time
+            unit: none
+            aggregation-method: none
+    group-by:
       path: builtin
       method: GroupBy
+      parameter-metadata:
+        inputs:
+          group:
+            description: Group by fields
+            unit: none
+            aggregation-method: none
+        outputs:
+          grouped-data:
+            description: Grouped data
+            unit: none
+            aggregation-method: none
 tree:
   children:
     child-1:
diff --git a/manifests/outputs/pipelines/pipeline-with-mocks.yaml b/manifests/outputs/pipelines/pipeline-with-mocks.yaml
index f09bc3401..39d7fef1b 100644
--- a/manifests/outputs/pipelines/pipeline-with-mocks.yaml
+++ b/manifests/outputs/pipelines/pipeline-with-mocks.yaml
@@ -12,19 +12,36 @@ initialize:
       path: builtin
       method: MockObservations
       global-config:
-        timestamp-from: 2023-07-06T00:00
-        timestamp-to: 2023-07-06T00:10
+        timestamp-from: 2023-12-12T00:00
+        timestamp-to: 2023-12-12T00:10
         duration: 60
         components:
           - cloud/instance-type: A1
         generators:
           common:
             cloud/region: uk-west
-            common-key: common-val
           randint:
             cpu/utilization:
               min: 1
               max: 99
+      parameter-metadata:
+        inputs:
+          timestamp:
+            unit: RFC3339
+            description: refers to the time of occurrence of the input
+            aggregation-method: none
+          duration:
+            unit: seconds
+            description: refers to the duration of the input
+            aggregation-method: sum
+          cloud/instance-type:
+            unit: none
+            description: type of Cloud Instance name used in the cloud provider APIs
+            aggregation-method: none
+          cloud/region:
+            unit: none
+            description: region cloud instance
+            aggregation-method: none
     interpolate:
       path: builtin
       method: Interpolation
@@ -42,6 +59,17 @@ initialize:
           - 1.02
         input-parameter: cpu/utilization
         output-parameter: cpu-factor
+      parameter-metadata:
+        inputs:
+          cpu/utilization:
+            unit: percentage
+            description: refers to CPU utilization.
+            aggregation-method: avg
+        outputs:
+          cpu-factor:
+            unit: kWh
+            description: result of interpolate
+            aggregation-method: avg
     cpu-factor-to-wattage:
       path: builtin
       method: Multiply
@@ -50,6 +78,21 @@ initialize:
           - cpu-factor
           - cpu/thermal-design-power
         output-parameter: cpu-wattage
+      parameter-metadata:
+        inputs:
+          cpu-factor:
+            unit: kWh
+            description: result of interpolate
+            aggregation-method: avg
+          cpu/thermal-design-power:
+            unit: kWh
+            description: thermal design power for a processor
+            aggregation-method: avg
+        outputs:
+          cpu-wattage:
+            unit: kWh
+            description: the energy used by the CPU
+            aggregation-method: sum
     wattage-times-duration:
       path: builtin
       method: Multiply
@@ -58,6 +101,21 @@ initialize:
           - cpu-wattage
           - duration
         output-parameter: cpu-wattage-times-duration
+      parameter-metadata:
+        inputs:
+          cpu-wattage:
+            unit: kWh
+            description: Energy used by the CPU
+            aggregation-method: sum
+          duration:
+            unit: seconds
+            description: Duration of the observation
+            aggregation-method: sum
+        outputs:
+          cpu-wattage-times-duration:
+            unit: kWh
+            description: CPU wattage multiplied by duration
+            aggregation-method: sum
     wattage-to-energy-kwh:
       path: builtin
       method: Divide
@@ -65,6 +123,17 @@ initialize:
         numerator: cpu-wattage-times-duration
         denominator: 3600000
         output: cpu-energy-raw
+      parameter-metadata:
+        inputs:
+          cpu-wattage-times-duration:
+            unit: kWh
+            description: CPU wattage multiplied by duration
+            aggregation-method: sum
+        outputs:
+          cpu-energy-raw:
+            unit: kWh
+            description: Raw energy used by CPU in kWh
+            aggregation-method: sum
     calculate-vcpu-ratio:
       path: builtin
       method: Divide
@@ -72,6 +141,21 @@ initialize:
         numerator: vcpus-total
         denominator: vcpus-allocated
         output: vcpu-ratio
+      parameter-metadata:
+        inputs:
+          vcpus-total:
+            unit: count
+            description: total number of vcpus available on a particular resource
+            aggregation-method: none
+          vcpus-allocated:
+            unit: count
+            description: number of vcpus allocated to particular resource
+            aggregation-method: none
+        outputs:
+          vcpu-ratio:
+            unit: none
+            description: Ratio of vCPUs
+            aggregation-method: none
     correct-cpu-energy-for-vcpu-ratio:
       path: builtin
       method: Divide
@@ -79,6 +163,21 @@ initialize:
         numerator: cpu-energy-raw
         denominator: vcpu-ratio
         output: cpu-energy-kwh
+      parameter-metadata:
+        inputs:
+          cpu-energy-raw:
+            unit: kWh
+            description: Raw energy used by CPU in kWh
+            aggregation-method: sum
+          vcpu-ratio:
+            unit: none
+            description: Ratio of vCPUs
+            aggregation-method: none
+        outputs:
+          cpu-energy-kwh:
+            unit: kWh
+            description: Corrected CPU energy in kWh
+            aggregation-method: sum
     sci-embodied:
       path: builtin
       method: SciEmbodied
@@ -90,6 +189,21 @@ initialize:
           - cpu-energy-kwh
           - grid/carbon-intensity
         output-parameter: carbon-operational
+      parameter-metadata:
+        inputs:
+          cpu-energy-kwh:
+            unit: kWh
+            description: Corrected CPU energy in kWh
+            aggregation-method: sum
+          grid/carbon-intensity:
+            unit: gCO2eq/kWh
+            description: Carbon intensity for the grid
+            aggregation-method: avg
+        outputs:
+          carbon-operational:
+            unit: gCO2eq
+            description: Operational carbon footprint
+            aggregation-method: sum
     sum-carbon:
       path: builtin
       method: Sum
@@ -98,11 +212,37 @@ initialize:
           - carbon-operational
           - carbon-embodied
         output-parameter: carbon
+      parameter-metadata:
+        inputs:
+          carbon-operational:
+            unit: gCO2eq
+            description: Operational carbon footprint
+            aggregation-method: sum
+          carbon-embodied:
+            unit: gCO2eq
+            description: Embodied carbon footprint
+            aggregation-method: sum
+        outputs:
+          carbon:
+            unit: gCO2eq
+            description: Total carbon footprint
+            aggregation-method: sum
     sci:
       path: builtin
       method: Sci
       global-config:
         functional-unit: requests
+      parameter-metadata:
+        inputs:
+          requests:
+            unit: none
+            description: expressed the final SCI value
+            aggregation-method: sum
+        outputs:
+          sci:
+            unit: none
+            description: Scientific Carbon Intensity
+            aggregation-method: none
     time-sync:
       path: builtin
       method: TimeSync
@@ -111,27 +251,49 @@ initialize:
         end-time: '2023-12-12T00:01:00.000Z'
         interval: 5
         allow-padding: true
+      parameter-metadata:
+        inputs:
+          time-reserved:
+            unit: seconds
+            description: time reserved for a component
+            aggregation-method: avg
+        outputs:
+          synced-time:
+            unit: none
+            description: Synced time
+            aggregation-method: none
     group-by:
       path: builtin
       method: GroupBy
+      parameter-metadata:
+        inputs:
+          group:
+            unit: none
+            description: Group by fields
+            aggregation-method: none
+        outputs:
+          grouped-data:
+            unit: none
+            description: Grouped data
+            aggregation-method: none
 execution:
   command: >-
     /Users/mariamkhalatova/.npm/_npx/1bf7c3c15bf47d04/node_modules/.bin/ts-node
     /Users/mariamkhalatova/Projects/UK/if/src/if-run/index.ts -m
     manifests/examples/pipelines/pipeline-with-mocks.yml -o
-    manifests/outputs/pipelines/pipeline-with-mocks
+    manifests/outputs/pipelines/pipeline-with-mocks-update
   environment:
     if-version: 0.5.0
     os: macOS
     os-version: '14.5'
     node-version: 18.14.2
-    date-time: 2024-07-19T06:34:10.878Z (UTC)
+    date-time: 2024-07-30T05:35:42.937Z (UTC)
     dependencies:
       - '@babel/core@7.22.10'
       - '@babel/preset-typescript@7.23.3'
       - '@commitlint/cli@18.6.0'
       - '@commitlint/config-conventional@18.6.0'
-      - '@grnsft/if-core@0.0.10'
+      - '@grnsft/if-core@0.0.16'
       - '@jest/globals@29.7.0'
       - '@types/jest@29.5.8'
       - '@types/js-yaml@4.0.9'
@@ -156,12 +318,13 @@ execution:
       - typescript-cubic-spline@1.0.1
       - typescript@5.2.2
       - winston@3.11.0
-      - zod@3.22.4
+      - zod@3.23.8
   status: success
 tree:
   children:
     child-1:
       pipeline:
+        - mock-observations
         - interpolate
         - cpu-factor-to-wattage
         - wattage-times-duration
@@ -213,308 +376,309 @@ tree:
           requests: 50
       outputs:
         - timestamp: '2023-12-12T00:00:00.000Z'
-          cloud/instance-type: .nan
-          cloud/region: .nan
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cpu/utilization: 26
-          requests: 62
-          cpu/thermal-design-power: 180
-          grid/carbon-intensity: 1440
-          device/emissions-embodied: 2759.6159999999995
-          time-reserved: 6480
-          device/expected-lifespan: 170294400
-          vcpus-total: 14.399999999999999
-          vcpus-allocated: 1.7999999999999998
-          cpu-factor: 0.662
-          cpu-wattage: 66.19999999999999
-          cpu-wattage-times-duration: 203
-          cpu-energy-raw: 0.0000563888888888889
-          vcpu-ratio: 14.399999999999999
-          cpu-energy-kwh: 0.000007048611111111113
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.0056388888888888895
-          carbon: 0.005649016996448503
-          sci: 0.00009111317736207264
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:05.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cpu/utilization: 12.57142857142857
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 25.14285714285714
-          cpu/thermal-design-power: 77.14285714285714
-          grid/carbon-intensity: 617.1428571428571
-          device/emissions-embodied: 1182.6925714285712
-          time-reserved: 2777.142857142857
-          device/expected-lifespan: 72983314.28571428
-          vcpus-total: 6.171428571428571
-          vcpus-allocated: 0.7714285714285714
-          cpu-factor: 0.29907142857142854
-          cpu-wattage: 29.907142857142862
-          cpu-wattage-times-duration: 192.25
-          cpu-energy-raw: 0.00005340277777777778
-          vcpu-ratio: 6.171428571428571
-          cpu-energy-kwh: 0.000006675347222222222
-          carbon-embodied: 0.000010128107559614407
-          carbon-operational: 0.005340277777777777
-          carbon: 0.005350405885337391
-          sci: 0.000212800234075919
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:10.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cpu/utilization: 7.428571428571429
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 16.19047619047619
-          cpu/thermal-design-power: 49.52380952380953
-          grid/carbon-intensity: 396.19047619047626
-          device/emissions-embodied: 759.2594285714285
-          time-reserved: 1782.8571428571431
-          device/expected-lifespan: 46853485.71428572
-          vcpus-total: 3.9619047619047616
-          vcpus-allocated: 0.4952380952380952
-          cpu-factor: 0.1850952380952381
-          cpu-wattage: 18.50952380952381
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222222
-          vcpu-ratio: 3.9619047619047616
-          cpu-energy-kwh: 0.0000064887152777777775
-          carbon-embodied: 0.000010128107559614407
-          carbon-operational: 0.005190972222222222
-          carbon: 0.0052011003297818366
-          sci: 0.00032124443213358406
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:15.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 2.5
-          requests: 8.333333333333334
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.06229166666666667
-          cpu-wattage: 6.229166666666667
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222223
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000006488715277777778
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.005190972222222222
-          carbon: 0.005201100329781837
-          sci: 0.0006241320395738205
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:20.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 2.5
-          requests: 8.333333333333334
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.06229166666666667
-          cpu-wattage: 6.229166666666667
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222223
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000006488715277777778
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.005190972222222222
-          carbon: 0.005201100329781837
-          sci: 0.0006241320395738205
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:25.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 2.5
-          requests: 8.333333333333334
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.06229166666666667
-          cpu-wattage: 6.229166666666667
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222223
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000006488715277777778
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.005190972222222222
-          carbon: 0.005201100329781837
-          sci: 0.0006241320395738205
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:30.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 2.5
-          requests: 8.333333333333334
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.06229166666666667
-          cpu-wattage: 6.229166666666667
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222223
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000006488715277777778
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.005190972222222222
-          carbon: 0.005201100329781837
-          sci: 0.0006241320395738205
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:35.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 2.5
-          requests: 8.333333333333334
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.06229166666666667
-          cpu-wattage: 6.229166666666667
-          cpu-wattage-times-duration: 186.875
-          cpu-energy-raw: 0.00005190972222222223
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000006488715277777778
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
           carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.005190972222222222
-          carbon: 0.005201100329781837
-          sci: 0.0006241320395738205
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:40.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          cpu/utilization: 1.5
-          requests: 5
-          cpu/thermal-design-power: 10
-          grid/carbon-intensity: 80
-          device/emissions-embodied: 153.312
-          time-reserved: 362
-          device/expected-lifespan: 9460800
-          vcpus-total: 0.8
-          vcpus-allocated: 0.1
-          cpu-factor: 0.037375
-          cpu-wattage: 3.7375
-          cpu-wattage-times-duration: 112.125
-          cpu-energy-raw: 0.000031145833333333336
-          vcpu-ratio: 0.8
-          cpu-energy-kwh: 0.000003893229166666667
-          carbon-embodied: 0.000006076864535768645
-          carbon-operational: 0.0031145833333333334
-          carbon: 0.003120660197869102
-          sci: 0.0006241320395738205
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:45.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: 0
-          cloud/region: 0
-          cpu/utilization: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:50.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: 0
-          cloud/region: 0
-          cpu/utilization: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:55.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 5
-          cloud/instance-type: 0
-          cloud/region: 0
-          cpu/utilization: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.000010128107559614409
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:01:00.000Z'
+          cloud/instance-type: A1
+          cloud/region: uk-west
           duration: 1
-          cloud/instance-type: 0
-          cloud/region: 0
-          cpu/utilization: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 1
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          requests: 0.5
+          cpu/thermal-design-power: 100
+          grid/carbon-intensity: 800
+          device/emissions-embodied: 25.552
+          time-reserved: 3600
+          device/expected-lifespan: 1576800
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: 0.0000020256215119228817
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
       aggregated:
-        carbon: 0.04532668505834602
+        carbon: '*'
     child-2:
       pipeline:
+        - mock-observations
         - interpolate
         - cpu-factor-to-wattage
         - wattage-times-duration
@@ -567,344 +731,344 @@ tree:
       outputs:
         - timestamp: '2023-12-12T00:00:00.000Z'
           duration: 5
-          cpu/utilization: 52.400000000000006
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 62
-          cpu/thermal-design-power: 180
-          grid/carbon-intensity: 1440
-          device/emissions-embodied: 2759.6159999999995
-          time-reserved: 6480
-          device/expected-lifespan: 170294400
-          vcpus-total: 14.399999999999999
-          vcpus-allocated: 1.7999999999999998
-          cpu-factor: 0.9458
-          cpu-wattage: 94.57999999999998
-          cpu-wattage-times-duration: 258.9
-          cpu-energy-raw: 0.00007191666666666668
-          vcpu-ratio: 14.399999999999999
-          cpu-energy-kwh: 0.000008989583333333334
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007191666666666666
-          carbon: 0.007201794774226282
-          sci: 0.00011615798022945616
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:05.000Z'
           duration: 5
-          cpu/utilization: 28.45714285714286
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 36.57142857142857
-          cpu/thermal-design-power: 77.14285714285714
-          grid/carbon-intensity: 617.1428571428571
-          device/emissions-embodied: 1182.6925714285712
-          time-reserved: 2777.142857142857
-          device/expected-lifespan: 72983314.28571428
-          vcpus-total: 6.171428571428571
-          vcpus-allocated: 0.7714285714285714
-          cpu-factor: 0.469842857142857
-          cpu-wattage: 46.98428571428572
-          cpu-wattage-times-duration: 308.35
-          cpu-energy-raw: 0.00008565277777777778
-          vcpu-ratio: 6.171428571428571
-          cpu-energy-kwh: 0.000010706597222222223
-          carbon-embodied: 0.000010128107559614407
-          carbon-operational: 0.008565277777777778
-          carbon: 0.008575405885337391
-          sci: 0.0002344837546771943
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:10.000Z'
           duration: 5
-          cpu/utilization: 19.342857142857145
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 25.42857142857143
-          cpu/thermal-design-power: 49.52380952380953
-          grid/carbon-intensity: 396.19047619047626
-          device/emissions-embodied: 759.2594285714285
-          time-reserved: 1782.8571428571431
-          device/expected-lifespan: 46853485.71428572
-          vcpus-total: 3.9619047619047616
-          vcpus-allocated: 0.4952380952380952
-          cpu-factor: 0.3131738095238096
-          cpu-wattage: 31.31738095238095
-          cpu-wattage-times-duration: 306.2
-          cpu-energy-raw: 0.00008505555555555556
-          vcpu-ratio: 3.9619047619047616
-          cpu-energy-kwh: 0.000010631944444444445
-          carbon-embodied: 0.000010128107559614407
-          carbon-operational: 0.008505555555555556
-          carbon: 0.00851568366311517
-          sci: 0.0003348864361899224
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:15.000Z'
           duration: 5
-          cpu/utilization: 5.5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 10
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.09454166666666668
-          cpu-wattage: 9.454166666666667
-          cpu-wattage-times-duration: 283.625
-          cpu-energy-raw: 0.00007878472222222222
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000009848090277777778
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007878472222222222
-          carbon: 0.007888600329781836
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:20.000Z'
           duration: 5
-          cpu/utilization: 5.5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 10
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.09454166666666668
-          cpu-wattage: 9.454166666666667
-          cpu-wattage-times-duration: 283.625
-          cpu-energy-raw: 0.00007878472222222222
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000009848090277777778
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007878472222222222
-          carbon: 0.007888600329781836
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:25.000Z'
           duration: 5
-          cpu/utilization: 5.5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 10
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.09454166666666668
-          cpu-wattage: 9.454166666666667
-          cpu-wattage-times-duration: 283.625
-          cpu-energy-raw: 0.00007878472222222222
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000009848090277777778
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007878472222222222
-          carbon: 0.007888600329781836
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:30.000Z'
           duration: 5
-          cpu/utilization: 5.5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 10
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.09454166666666668
-          cpu-wattage: 9.454166666666667
-          cpu-wattage-times-duration: 283.625
-          cpu-energy-raw: 0.00007878472222222222
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000009848090277777778
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007878472222222222
-          carbon: 0.007888600329781836
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:35.000Z'
           duration: 5
-          cpu/utilization: 5.5
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 10
-          cpu/thermal-design-power: 16.666666666666668
-          grid/carbon-intensity: 133.33333333333334
-          device/emissions-embodied: 255.51999999999998
-          time-reserved: 600
-          device/expected-lifespan: 15768000
-          vcpus-total: 1.3333333333333333
-          vcpus-allocated: 0.16666666666666666
-          cpu-factor: 0.09454166666666668
-          cpu-wattage: 9.454166666666667
-          cpu-wattage-times-duration: 283.625
-          cpu-energy-raw: 0.00007878472222222222
-          vcpu-ratio: 1.3333333333333333
-          cpu-energy-kwh: 0.000009848090277777778
-          carbon-embodied: 0.000010128107559614409
-          carbon-operational: 0.007878472222222222
-          carbon: 0.007888600329781836
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:40.000Z'
           duration: 5
-          cpu/utilization: 3.3000000000000003
-          cloud/instance-type: .nan
-          cloud/region: .nan
-          requests: 6
-          cpu/thermal-design-power: 10
-          grid/carbon-intensity: 80
-          device/emissions-embodied: 153.312
-          time-reserved: 362
-          device/expected-lifespan: 9460800
-          vcpus-total: 0.8
-          vcpus-allocated: 0.1
-          cpu-factor: 0.05672500000000001
-          cpu-wattage: 5.6725
-          cpu-wattage-times-duration: 170.175
-          cpu-energy-raw: 0.00004727083333333333
-          vcpu-ratio: 0.8
-          cpu-energy-kwh: 0.000005908854166666666
-          carbon-embodied: 0.000006076864535768645
-          carbon-operational: 0.004727083333333333
-          carbon: 0.0047331601978691015
-          sci: 0.0007888600329781836
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:45.000Z'
           duration: 5
-          cpu/utilization: 0
-          cloud/instance-type: 0
-          cloud/region: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:50.000Z'
           duration: 5
-          cpu/utilization: 0
-          cloud/instance-type: 0
-          cloud/region: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:00:55.000Z'
           duration: 5
-          cpu/utilization: 0
-          cloud/instance-type: 0
-          cloud/region: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 5
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 2.5
+          cpu/thermal-design-power: 80
+          grid/carbon-intensity: 640
+          device/emissions-embodied: 127.75999999999999
+          time-reserved: 2880
+          device/expected-lifespan: 7884000
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
         - timestamp: '2023-12-12T00:01:00.000Z'
           duration: 1
-          cpu/utilization: 0
-          cloud/instance-type: 0
-          cloud/region: 0
-          requests: 0
-          cpu/thermal-design-power: 0
-          grid/carbon-intensity: 0
-          device/emissions-embodied: 0
-          time-reserved: 1
-          device/expected-lifespan: 0
-          vcpus-total: 0
-          vcpus-allocated: 0
-          cpu-factor: 0
-          cpu-wattage: 0
-          cpu-wattage-times-duration: 0
-          cpu-energy-raw: 0
-          vcpu-ratio: 0
-          cpu-energy-kwh: 0
-          carbon-embodied: 0
-          carbon-operational: 0
-          carbon: 0
-          sci: 0
+          cpu/utilization: '*'
+          cloud/instance-type: A1
+          cloud/region: uk-west
+          requests: 0.5
+          cpu/thermal-design-power: 100
+          grid/carbon-intensity: 800
+          device/emissions-embodied: 25.552
+          time-reserved: 3600
+          device/expected-lifespan: 1576800
+          vcpus-total: 8
+          vcpus-allocated: 1
+          cpu-factor: '*'
+          cpu-wattage: '*'
+          cpu-wattage-times-duration: '*'
+          cpu-energy-raw: '*'
+          vcpu-ratio: 8
+          cpu-energy-kwh: '*'
+          carbon-embodied: '*'
+          carbon-operational: '*'
+          carbon: '*'
+          sci: '*'
       aggregated:
-        carbon: 0.06846904616945712
+        carbon: '*'
   outputs:
-    - carbon: 0.012850811770674785
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:00.000Z'
       duration: 5
-    - carbon: 0.013925811770674782
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:05.000Z'
       duration: 5
-    - carbon: 0.013716783992897007
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:10.000Z'
       duration: 5
-    - carbon: 0.013089700659563674
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:15.000Z'
       duration: 5
-    - carbon: 0.013089700659563674
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:20.000Z'
       duration: 5
-    - carbon: 0.013089700659563674
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:25.000Z'
       duration: 5
-    - carbon: 0.013089700659563674
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:30.000Z'
       duration: 5
-    - carbon: 0.013089700659563674
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:35.000Z'
       duration: 5
-    - carbon: 0.007853820395738204
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:40.000Z'
       duration: 5
-    - carbon: 0
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:45.000Z'
       duration: 5
-    - carbon: 0
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:50.000Z'
       duration: 5
-    - carbon: 0
+    - carbon: '*'
       timestamp: '2023-12-12T00:00:55.000Z'
       duration: 5
-    - carbon: 0
+    - carbon: '*'
       timestamp: '2023-12-12T00:01:00.000Z'
       duration: 1
   aggregated:
-    carbon: 0.11379573122780316
+    carbon: '*'