feat: added resistance mutations

feat: added resistance mutations

.devcontainer/devcontainer.json

@@ -1,22 +1,29 @@
 // For format details, see https://aka.ms/devcontainer.json. For config options, see the
 // README at: https://github.com/devcontainers/templates/tree/main/src/python
 {
-	"name": "vpipe-frontend",
-	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
-	"image": "mcr.microsoft.com/devcontainers/python:1-3.12-bullseye"
+    "name": "vpipe-frontend",
+    // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
+    "image": "mcr.microsoft.com/devcontainers/python:1-3.12-bullseye",
 
-	// Features to add to the dev container. More info: https://containers.dev/features.
-	// "features": {},
+    // Features to add to the dev container. More info: https://containers.dev/features.
+    // "features": {},
 
-	// Use 'forwardPorts' to make a list of ports inside the container available locally.
-	// "forwardPorts": [],
+    // Use 'forwardPorts' to make a list of ports inside the container available locally.
+    "forwardPorts": [8000],
 
-	// Use 'postCreateCommand' to run commands after the container is created.
-	// "postCreateCommand": "pip3 install --user -r requirements.txt",
+    // Use 'postCreateCommand' to run commands after the container is created.
+    "postCreateCommand": "pip3 install --user -r requirements.txt",
+    "customizations": {
+        "vscode": {
+            "settings": {
+                "editor.rulers": [80]
+            }
+        }
+    }
 
-	// Configure tool-specific properties.
-	// "customizations": {},
+    // Configure tool-specific properties.
+    // "customizations": {},
 
-	// Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.
-	// "remoteUser": "root"
+    // Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.
+    // "remoteUser": "root"
 }

app.py

@@ -2,11 +2,15 @@
 import index
 import mutation_freq
 import variant_deconv
+import resistance_mut
+import resistance_mut_silo
 
 PAGES = {
     "Home": {"module": index}, 
     "Mutation Frequency": {"module": mutation_freq},
     "Variant Deconvolution": {"module": variant_deconv},
+    "Resistance Mutations (clinical)": {"module": resistance_mut},
+    "Resistance Mutations (ww)": {"module": resistance_mut_silo}
 }
 
 def sidebar():

config.yaml

@@ -1,2 +1,3 @@
 server:
-  ip_address: "http://68.221.168.92:8000"
+  ip_address: "http://68.221.168.92:8000"
+  lapis_address: "http://localhost:8080"

data/3CLpro_inhibitors_datasheet.csv

@@ -0,0 +1,72 @@
+Mutation,NTV: fold,NTV: pocket,ENS: fold,fitness,in patient,in vitro,Prevalence
+T21I,1.5,,1.6,1.6,,12,0.1%
+T25A,12.6,,87.7,,,,0.002%
+T25N,0.8,,22.9,,,,0.00006%
+T45I,1.6,1,4.8,,,,0.02%
+D48Y,2,1,5.9,,,,0.0005%
+M49I,1.1,1,10.1,1.8,,,0.02%
+M49L,1.4,1,40.9,1.2,,2,0.0002%
+M49T,0.8,1,3.6,1.4,,,0.0005%
+M49del,2.8,1,,0.5,,,
+L50F,1.5,1,1.1,2.3,1,9,0.04%
+G138S,3.5,,,,,1,0.00008%
+F140L,5.9,,,,,2,0.0001%
+F140S,260,,,,,,0.00004%
+N142D,1.5,1,3.2,1.1,,,0.0008%
+N142L,2.5,1,,1.4,,,0.0001%
+N142S,1.2,1,4.9,1.2,,,0.001%
+G143S,147.7,1,15.6,0,,,0.00001%
+S144A,7.3,1,17.2,0.6,,2,0.00009%
+S144E,81.5,1,,0,,,0.00001%
+S144L,1154.1,1,,0,,,0.00006%
+S144P,2851.7,1,,0,,,0.00001%
+C160F,1,,,0.7,,4,0.01%
+M165R,384.2,1,,0,,,0.00001%
+M165T,15.8,1,,0.1,,,0.00003%
+E166A,10,1,6.3,0.1,1,5,0.00004%
+E166G,6.2,1,,0.1,,,0.00004%
+E166K,76.6,1,,0,,,0.00003%
+E166Q,2.7,1,,1,,,0.00005%
+E166V,287.5,1,50.3,0.1,5,3,0.0001%
+L167F,7,1,12.8,0.3,,6,0.0002%
+P168del,7,1,6.1,,,,
+T169I,1.1,1,1.3,,,2,0.003%
+H172L,898.8,1,,0,,,0.00001%
+H172N,464.1,1,,0,,,0.00001%
+H172Q,5.8,1,,0.3,,1,0.00004%
+H172Y,24.2,1,,0.2,,2,0.00009%
+A173T,2.5,,1.2,,,1,0.002%
+A173V,6.4,,1.3,,,3,0.002%
+V186A,,1,,,,2,0.0004%
+R188G,38,1,,,,2,0.00009%
+R188S,2.9,1,5.8,0.9,,,0.0007%
+Q189I,4.2,1,,,,,0.00003%
+Q189K,8.6,1,1.9,0.3,,,0.0003%
+T190I,1.2,1,2.9,1.3,,,0.02%
+A191T,1.2,1,4.6,1.7,,3,0.006%
+A191V,1.6,1,3.6,1.9,,7,0.08%
+Q192A,18.2,1,,0.2,,,0.0007%
+Q192C,16.3,1,,0.1,,,0.00006%
+Q192D,10.4,1,,0,,,0.00006%
+Q192E,34.2,1,,0.1,,,0.00003%
+Q192F,24.6,1,,0.3,,,0.00001%
+Q192G,34.4,1,,0.1,,,0.00009%
+Q192H,24.7,1,,0.1,,,0.00009%
+Q192I,13.7,1,,0.2,,,0.00008%
+Q192K,27.9,1,,0,,,0.0003%
+Q192L,29,1,,0.2,,,0.0002%
+Q192N,2.8,1,,0.1,,,0.00001%
+Q192P,7.8,1,,0.1,,,0.0002%
+Q192R,19.2,1,3.2,0.1,,1,0.0002%
+Q192S,24.3,1,,0.1,,,0.0003%
+Q192T,16.8,1,,0.1,,,0.0002%
+Q192V,10.1,1,,0.1,,,0.0002%
+Q192W,12.9,1,,0.1,,,0.00001%
+Q192Y,384.2,1,,0,,,0.0001%
+A193P,,,,,,2,0.0004%
+A194S,3.3,,,,,1,0.002%
+P252L,5.8,,1.3,,,5,0.004%
+V297A,3,,,,,,0.00001%
+S301P,,,,,,2,0.0002%
+T304I,2.5,,1,,,8,0.007%
+F305L,,,,,,2,0.001%

data/RdRP_inhibitors_datasheet.csv

@@ -0,0 +1,20 @@
+Mutation,RDV: fold,in patient,in vitro,Prevalence
+V166A,,,1,0.0008%
+V166L,1.5,2,1,0.004%
+N198S,,,1,0.01%
+R285C,,2,,0.006%
+A376V,12.6,,,0.00002%
+A449V,,2,,0.07%
+F480L,2,,1,0.0002%
+D484Y,3.1,1,,0.0008%
+A526V,,,1,0.04%
+V557L,2,,1,0.0003%
+G671S,1,2,,47%
+S759A,2.6,,1,0%
+V792I,2.6,3,1,0.002%
+E796G,2.8,,1,0.0007%
+C799F,3.4,,2,0.0009%
+C799R,2.8,,1,0.00006%
+E802A,3,,,0.0002%
+E802D,6,1,1,0.002%
+M924R,,2,,0.003%

data/spike_mAbs_datasheet.csv

@@ -0,0 +1,165 @@
+Mutation,BAM: fold,BAM: dms,ETE: fold,ETE: dms,CAS: fold,CAS: dms,IMD: fold,IMD: dms,CIL: fold,CIL: dms,TIX: fold,TIX: dms,SOT: fold,SOT: dms,BEB: fold,BEB: dms,REG: fold,AMU: fold,ROM: fold,ADI: fold,C135: fold,C135: dms,C144: fold,C144: dms,in patient,in vitro,Prevalence
+P337H,,,,,,,,,,,,,6.3,1,,,,,,,,,,,6,,0.0008%
+P337L,,,,,,,5,,,,,,186,0.997,,,,,,,,,,,10,1,0.003%
+P337R,,,,,,,,,,,,,234,0.999,,,,,,,,,,,4,,0.0004%
+P337S,,,,,,,,,,,,,1.8,0.999,,,,,,,,,,,22,,0.003%
+P337T,,,,,,,,,,,,,8,0.992,,,,,,,,,,,,,0.001%
+E340A,,,,,,,,,,,,,100,0.997,,,,,,,,,,,13,3,0.002%
+E340D,,,,,,,,,,,,,14.8,0.988,,,,,,,,,,,23,,0.003%
+E340G,,,,,,,,,,,,,22.6,0.986,,,,,,,,,,,1,,0.0008%
+E340K,,,0.4,,,,,,,,,,5148,0.997,,,,,,,,,,,25,1,0.004%
+E340Q,,,,,,,,,,,,,50,0.966,,,,,,,,,,,4,,0.0005%
+E340V,,,,,,,,,,,,,200,,,,,,,,,,,,7,,0.001%
+T345P,,,,,,,,,,,,,,0.991,,,,,,,,,,,,1,0.0001%
+R346G,,,,,,,,,,0.606,,,0.9,,,,,,,,,0.697,,,,4,0.005%
+R346I,,,,,,,,,200,0.728,,,1.7,,,,,,,,,0.734,,,2,3,0.01%
+R346K,1.3,,2.4,,1.1,,2.9,,2.6,,2.2,,1.4,,0.7,,0.3,0.8,21,0.8,2296.4,0.82,0.8,,2,2,8.9%
+R346S,,,1.8,,,,,,,0.763,,,1.8,,0.4,,,,,,2700,0.813,0.9,,2,1,0.03%
+R346T,,,,,,,,,,0.9,,,1.3,,,,,,,,,0.804,,,3,,0.006%
+K356Q,,,,,,,,,,,,,0.9,0.106,,,,,,,,,,,,,0.001%
+K356T,,,,,,,,,,,,,5.9,0.9,,,,,,,,,,,3,,0.0008%
+S371F,0.9,,143,,13.5,,87,,1.3,,26,,13.3,,2.4,,20.8,124.5,22,51.6,,,,,6,,6.0%
+S371L,1.6,,17.1,,3.9,,18.4,,1,,4,,9.7,,2.2,,1.1,17.1,17,15,,,,,2,,17%
+D405E,,,,0.186,,,,,,,,,,,,,,,,,,,,,,,0.0006%
+D405N,1.8,,20.9,0.275,10.9,,1.9,,1,,2.1,,0.7,,0.5,,1,2,1.6,2.1,,,,,1,1,6.0%
+E406D,,,,,51,,,,,,,,,,,,,,,,,,,,,,0.001%
+K417E,,,,0.99,165.4,0.564,0.9,,0.4,,,,0.9,,1.3,,,,,,,,,,,9,0.0004%
+K417H,,,,0.987,,0.34,,,,,,,,,,,,,,,,,,,,,0.0002%
+K417I,,,,0.999,,,,,,,,,,,,,,,,,,,,,1,,0.0002%
+K417M,,,,0.966,,,,,,,,,,,,,,,,,,,,,,,0.0003%
+K417N,0.6,,381.7,0.997,12.5,,0.7,,0.7,,0.4,,0.7,,0.7,,0.6,1.7,0.5,0.9,0.3,,0.8,,3,6,23%
+K417R,,,,0.115,61,,,,,,,,,,,,,,,,,,,,,2,0.004%
+K417S,,,,0.98,,,,,,,,,,,,,,,,,,,,,,,0.0002%
+K417T,,,49,0.987,7.1,,1.1,,,,,,0.7,,0.7,,0.7,0.9,0.6,,,,,,3,1,1.4%
+D420A,,,,0.987,,,,,,,,,,,,,,,,,,,,,,,0.0002%
+D420N,2.6,,60.6,0.993,,,,,,,,,,,0.7,,,,,,,,,,,1,0.0008%
+N439K,2.4,,0.4,,0.8,,28.8,,1.2,,,,1,,0.5,,,1,0.9,,238.6,,0.8,,,2,0.6%
+N440D,,,,,,,,0.473,,,,,1.3,,1.9,,,,,,,,,,1,2,0.0004%
+N440E,,,,,,,,0.632,,,,,0.8,,,,,,,,,,,,,,0.0001%
+N440I,,,,,,,,0.918,,,,,1.2,,,,,,,,,0.424,,,,,0.0006%
+N440K,1.2,,1.1,,1,,92,0.565,1.3,,1,,1.5,,0.8,,0.3,2.1,1.6,1.8,647.1,0.815,1.1,,3,2,23%
+N440R,,,,,,,,,,,,,,,,,,,,,,0.23,,,,,0.0002%
+N440T,,,,,,,,0.496,,,,,0.8,,,,,,,,,,,,,,0.001%
+N440Y,,,,,,,,0.504,,,,,0.7,,,,,,,,,,,,,,0.004%
+S443Y,,,,,,,,0.821,,0.194,,,,,,,,,,,,0.585,,,,,0.0001%
+K444E,,,,,,,,0.962,291.2,0.946,,,,,,0.81,,,,,,0.627,,,,8,0.0002%
+K444F,,,,,,,,0.958,,0.883,,,,,,0.678,,,,,,0.672,,,,,0.0001%
+K444I,,,,,,,,0.994,,0.982,,,,,,0.678,,,,,,0.641,,,,,0.0002%
+K444L,,,,,,,153,0.971,,0.988,,,,,,0.69,,,,,,0.624,,,,,0.0001%
+K444M,,,,,,,1577,0.969,,0.979,,,,,,,,,,,,0.208,,,,1,0.002%
+K444N,,,,,,,755,0.943,,0.933,,,,,1901,0.718,,,,,33.7,,1.1,,,7,0.01%
+K444R,,,,,,,,,200,0.964,,,,,,,,,,,1.1,,1.2,,,5,0.01%
+K444T,,,,,2,,1026.6,0.982,,0.956,,,,,1814,0.635,,,,,44.3,,2,,5,4,0.002%
+V445A,,,,,1.8,,548,0.98,35.5,,,,3.4,,83.3,,,,,,,,,,2,5,0.005%
+V445D,,,,,,,,0.957,,0.564,,,,,,0.764,,,,,,,,,,1,0.0001%
+V445F,,,,,,,,0.885,,,,,,,369,0.654,,,,,,,,,1,1,0.003%
+V445I,,,,,,,,,,,,,,,,,,,,,5.6,,1.5,,,,0.003%
+V445L,,,,,,,,0.806,,,,,,,,,,,,,7.2,,1.1,,,,0.0002%
+G446A,,,,,,,,0.745,,,,,,,,,,,,,,,,,,,0.001%
+G446D,,,,,,,,0.978,,,,,,,69,,,,,,,,,,8,4,0.001%
+G446I,,,,,,,,0.953,,,,,,,,,,,,,,0.164,,,,1,0.0001%
+G446N,,,,,,,,0.924,,,,,,,,,,,,,,,,,,,0.0008%
+G446R,,,,,,,,0.953,,,,,,,7,,,,,,,,,,,1,0.002%
+G446S,1.2,,0.9,,1.3,,574,0.824,3.7,,1.2,,1.6,,2,,1.1,0.9,1.3,3.4,3.5,,1.1,,1,,17%
+G446T,,,,,,,,0.986,,,,,,,,,,,,,,,,,,,0.0002%
+G446V,,,0.8,,0.7,,348.5,0.959,3.6,,,,1.5,,4.3,,,0.9,,,858,0.16,1.3,,4,4,0.1%
+G447C,,,,,,,,0.591,,,,,,,,,,,,,,,,,,,0.0002%
+G447D,,,,,,,,0.986,,0.935,,,,,,,,,,,,,,,,,0.0002%
+G447F,,,,,,,,0.908,,0.863,,,,,,,,,,,,,,,,,0.0001%
+G447S,,,,,,,,0.652,,0.171,,,,,,,,,,,,,,,,2,0.0007%
+G447V,,,,,,,,0.841,,0.882,,,,,,,,,,,,,,,,,0.001%
+N448D,,,,,,,,0.613,,0.859,,,,,,,,,,,,,,,,1,0.0005%
+N448K,,,,,,,,0.691,,0.97,,,,,,,,,,,,0.47,,,,1,0.0006%
+N448T,,,,,,,,0.126,,0.854,,,,,,,,,,,,,,,,,0.0006%
+N448Y,,,,,,,,,,0.841,,,,,,,,,,,,0.672,,,,,0.0001%
+Y449D,,,,,,,,,,0.674,,,,,,,,,,,,,,,,,0.0007%
+N450D,,,,,1.4,,20.9,,382.3,0.7,,,,,,,,,,,,,,,1,5,0.002%
+N450K,,,0.4,,,,,,9.1,,,,0.8,,0.7,,,,,,,,,,,2,0.03%
+L452M,1,,0.9,,0.4,,1,,1,,0.5,,2.1,,0.6,,,0.9,8.1,1.3,,,,,,,0.03%
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+L455S,,,,,,0.545,,,,,,,,,,,,,,,,,,0.941,1,,0.002%
+L455W,,,,0.966,,0.578,,,,,,,,,,,,,,,,,,0.973,2,,0.0001%
+F456C,,,,0.987,,,,,,,,,,,,,,,,,,,,0.994,,,0.0002%
+F456L,,,,,,,,,,,,,,,,,,,,,,,,0.946,2,1,0.005%
+F456V,,,,0.969,,,,,,,,,,,,,,,,,0.2,,159.9,0.952,,3,0.0004%
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+N460D,,,,0.105,,,,,,,,,,,,,,,,,,,,,,,0.0008%
+N460H,,,,0.975,,,,,,,,,,,,,,,,,,,,,,1,0.0001%
+N460I,,,,0.995,,,,,,,,,,,,,,,,,,,,,,,0.001%
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+N460T,2.3,,75,0.992,,,,,,,,,0.6,,,,,,,,,,,,,1,0.0003%
+N460Y,1.7,,100,0.886,,,,,,,,,,,,,,,,,,,,,1,1,0.001%
+A475D,,,,0.964,,0.381,,,,,,0.929,,,,,,,,,0.5,,1.2,,,1,0.0001%
+A475V,,,16.7,0.611,,,,,0.6,,,,2.3,,,,,70.8,,,1.3,,1.2,,2,,0.03%
+G476D,,,,,,0.895,,,,,,0.987,,,,,,,,,,,,,1,7,0.0007%
+G476R,,,,0.733,,0.469,,,,,,0.973,,,,,,,,,,,,,,,0.0001%
+G476T,,,,0.967,,,,,,,,0.929,,,,,,,,,,,,,,,0.0001%
+V483A,39.6,,1,,0.4,,0.6,,,,,,,,0.3,,,1.5,,,1,,1,,8,,0.005%
+E484A,678.6,0.911,3.4,,9,,1.5,,1.3,,8.1,,0.9,,1.4,,1.1,7.7,1.9,3.6,1.8,,1743.2,0.973,6,5,23%
+E484D,100,0.889,,,,,,,,,7.1,,,,1,,,,,,1,,181.7,0.817,1,5,0.003%
+E484G,,,,,,,,,,,,,,,,,,,,,,,137.3,0.937,2,3,0.003%
+E484K,1333.3,0.97,2.9,,18.4,,1,,1,,8.1,,0.4,,0.7,,8.7,1.4,2.5,,0.4,,1388,0.966,30,33,2.9%
+E484P,,0.993,,,,,,,,,,,,,,,,,,,,,,0.992,,,0.0008%
+E484Q,100,0.987,1.3,,19,,1,,,,3,,0.4,,0.7,,,1.5,2.6,,1.4,,1743.2,0.991,11,1,0.2%
+E484R,,0.991,,,,,,,,,,,,,,,,,,,,,,0.953,,,0.0005%
+E484S,,0.702,,,,,,,,,,,,,,,,,,,,,,0.97,,,0.0008%
+E484T,,0.954,,,,,,,,,,,,,,,,,,,,,,0.997,,,0.0007%
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+G485R,,0.885,,,,,,,,,,,,,,,,,,,,,0.7,,2,,0.001%
+F486D,,,,,,0.983,,,,,,0.996,,,,,,,,,,,,,,,0.0002%
+F486I,,0.803,,,,0.825,,,,,,0.149,,,1.7,,,,,,,,,,2,1,0.001%
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+Y489H,,,,0.991,,0.943,,,,,,0.42,1.5,,2,,,,,,,,20.2,0.813,1,,0.001%
+Y489W,,,,0.913,,0.738,,,,,,0.955,,,,,,,,,,,,,,,0.0002%
+F490G,,0.908,,,,,,,,,,,,,,,,,,,,,,0.968,,,0.0001%
+F490I,,,,,,,,,,,,,,,,,,,,,,,,0.981,,,0.0007%
+F490L,844.3,,2.1,,2.9,,0.8,,,,,,,,1,,,0.7,,,2.1,,233.4,0.967,4,4,0.02%
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+F490S,333.3,0.858,1.1,,0.8,,1.2,,1.1,,,,0.8,,1.7,,,1.3,134.9,,1.2,,4.1,,7,5,0.2%
+F490V,,,,,,,,,,,,,,,,,,,,,,,,0.882,,2,0.003%
+F490Y,,0.15,,,,,,,,,,,,,,,,,,,,,,,1,,0.002%
+Q493D,,,,,,0.795,,,,,,,,,,,,,,,,,,0.866,,,0.0002%
+Q493E,,,,,446,0.72,,,,,,,,,,,,,,,,,,,1,,0.009%
+Q493H,13.9,,1,,,0.195,,,,,,,,,,,,,,,,,,,,,0.001%
+Q493K,2451.3,0.983,54.2,0.378,301,0.633,1.4,,1.6,,1.9,,1.6,,1,,,,,,1.4,,3349,0.996,8,8,0.002%
+Q493L,9.9,,3.8,,,0.179,,,,,,,1.1,,,,,,,,2,,20.5,0.72,1,,0.003%
+Q493R,1185,0.965,46.4,0.582,42,0.112,1.5,,1.1,,6.5,,1.2,,1,,949,11.6,2,1.4,1,,917.3,0.981,17,6,23%
+Q493V,,0.137,,0.131,,,,,,,,,,,,,,,,,,,,0.861,,,0.0002%
+S494P,100,0.881,0.6,,2.1,,1.5,,1.2,,,,2,,0.7,,,0.7,1.6,,0.8,,99.1,0.905,12,3,0.2%
+S494R,844.3,0.981,3.1,,1.1,,3,,,0.881,,,,,1.5,,,,,,,,,,,,0.0001%
+G496S,1.1,,1.3,,1,,5.5,,1.8,,0.9,,1.1,,1.7,,0.6,2.5,1.2,2.2,,,,,,,17%
+Q498H,,,,,,,17,,,,,,,,,,,,,,,,,,,,0.0004%
+P499H,,,,,,,,0.334,,,,,,,1606,0.644,,,,,,,,,,2,0.001%
+P499R,,,,,,,,0.892,,,,,,,976.7,0.668,,,,,,,,,,2,0.008%
+P499S,,,,,,,206,0.813,,,,,,,37.5,,,,,,,,,,,,0.003%
+P499T,,,,,,,,0.606,,,,,,,,,,,,,,,,,,,0.0007%
+N501T,1.1,,10,,,,,,,,,,,,,,,,,,,,,,9,1,0.08%
+N501Y,1.1,,5.3,,1,,1,,1.3,,1.5,,1.6,,0.7,,3.8,1,2.3,3.1,1.4,,1.5,,8,3,45%
+G504C,,,,0.791,,,,,,,,,,,,,,,,,,,,,,,0.0001%
+G504D,,,,0.237,,,,,,,,,,,,,,,,,,,1.8,,1,6,0.002%
+G504I,,,,0.908,,,,,,,,,,,,,,,,,,,,,,,0.0002%
+G504L,,,,0.684,,,,,,,,,,,,,,,,,,,,,,,0.0002%
+G504N,,,,0.295,,,,,,,,,,,,,,,,,,,,,,,0.0006%
+G504R,,,,0.281,,,,,,,,,,,,,,,,,,,,,,,0.0001%
+G504V,,,,0.705,,,,,,,,,,,,,,,,,,,,,,,0.0006%
+P507A,,,,,,,,0.361,,,,,,,,,,,,,,,,,,,0.0005%
+N856K,1.4,,9.2,,2.1,,1.4,,1.3,,2.9,,1.7,,1.3,,1.3,1.6,2.3,1.7,,,,,,,18%
+N969K,1.5,,5.7,,1.4,,1.6,,1.4,,2.4,,1.5,,3.9,,0.9,3.1,1.4,1.9,,,,,,,24%
+E990A,,,,,,,,,,,6.1,,,,,,,,,,,,,,,,0.0004%
+T1009I,,,,,,,,,,,8.2,,,,,,,,,,,,,,,,0.01%

requirements.txt

@@ -8,4 +8,5 @@ s3fs
 st-files-connection
 seaborn
 matplotlib
-pillow
+pillow
+aiohttp