diff --git a/Pipfile b/Pipfile
index 5b07662..293a7ff 100644
--- a/Pipfile
+++ b/Pipfile
@@ -11,9 +11,10 @@ tqdm = "*"
 matplotlib = "*"
 seaborn = "*"
 dwave-qbsolv = "*"
-mysql-connector = "*"
+#mysql-connector = "*"
 pymongo = "*"
 dwave-ocean-sdk = "*"
+mysql-connector-python = "*"
 
 [requires]
-python_version = "3.6"
+python_version = "3.7"
diff --git a/Pipfile.lock b/Pipfile.lock
index e426923..e3899a5 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,11 +1,11 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "9f0d26b8f9c9b5a77ba3ea91076a083016ccd4f0f8d19e66489c3fd39fb3a126"
+            "sha256": "da735a15533c0522029a52f409e7d55716bc8b0be2fde7e06b41c94e9280bf62"
         },
         "pipfile-spec": 6,
         "requires": {
-            "python_version": "3.6"
+            "python_version": "3.7"
         },
         "sources": [
             {
@@ -18,10 +18,10 @@
     "default": {
         "certifi": {
             "hashes": [
-                "sha256:59b7658e26ca9c7339e00f8f4636cdfe59d34fa37b9b04f6f9e9926b3cece1a5",
-                "sha256:b26104d6835d1f5e49452a26eb2ff87fe7090b89dfcaee5ea2212697e1e1d7ae"
+                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
+                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
             ],
-            "version": "==2019.3.9"
+            "version": "==2019.11.28"
         },
         "chardet": {
             "hashes": [
@@ -46,98 +46,113 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:54c38050039232e1db4ad7375cfce6748d7b41c29e95a081c8a6d2c30364a2ce",
+                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
             ],
-            "version": "==4.4.0"
+            "version": "==4.4.1"
         },
         "dimod": {
             "hashes": [
-                "sha256:1251f1c85034b6dc91f97f82b89f944c76231f5cb8ade13b3bfb652dfc130547",
-                "sha256:291777a168980fd642bf7fe885231bd230b66d93b6fd1b3f12b4ff795fd4eb7b",
-                "sha256:32e02098a23a83ec68783179246a94110bc6897b560dbd1a32660c9852f72801",
-                "sha256:3535cc12e7e158b865c78186dd1f042de4624f994bd8dfc13e9f4bb055186b5a",
-                "sha256:44567d308e04ce1d296a76ddcaa60af36c8b20ade66a71d88cec8ee05fef4374",
-                "sha256:48c5a662867d366955a85c39cbd75dd0388c83ef65ce586f4ed54d1b9d1e2db9",
-                "sha256:4aab893daf9c12430ea2d402656d401bee7edff91a5d1469d5457a3242c5ab2e",
-                "sha256:4f40704988a4ce4a90d7c0fff08d34e5fd6aadf2a01293d47be0ad11be03cfd9",
-                "sha256:60871983b9e8a8c560e117a9c74c9232860f026c4e7b9e8f90274421b15e22eb",
-                "sha256:66a2ce78d7f69de90e8aeb348366231c4f9f614254af3fdefcd091adeed22a99",
-                "sha256:687e706bc3b1fc542704d624e33c168b9fab70578dd67199525ffba1f632d98e",
-                "sha256:6b044300cb404adbe71960e377e0009518e3cf71a57f22eca322da8d04dae5ef",
-                "sha256:877b9c142197ab8085205365f3c5b2a37477e122f46c33189ca6352d73f84f8d",
-                "sha256:89ca80fdeffbca37d086d56b8617472709b0b8ae5f818a4a839479260b9c90f9",
-                "sha256:8e1f92e778fe1c3f55da7482bcd1d960d3473f4db740ba5d0c3a4fdc84b49501",
-                "sha256:9a85f7c420855d70e088e54578e8612f0395c049a647d7e1d8507b1ae529bc2b",
-                "sha256:9ff4a7d7570e5d41b9c77ad8bf869c778b8e7f0b45ec22d1e392990458c3e7aa",
-                "sha256:a9b2005140bbf2dd889dfd9153e18d18893851d725cde22743d3d617b233eca6",
-                "sha256:abeeb39c0edf573d9aa840d89926c0863977f2fc1ddc34019ac125587c189206",
-                "sha256:ac79a8ca12a88160984a996bd0a89ac49bc6ee77902067f7ed7b3ef451b1d6d1",
-                "sha256:bb0b377f0b97cab34829df0bd06f34eeaa1d8f1f2414f337f44bd8aa58ea86f6",
-                "sha256:c248eec112b9ac20a2133b08089928610ee206fa0b4bdac6cda38c2ce163e69b",
-                "sha256:c5e9da8c04f414f35933551d129ddf58e053d53226d1e55061dac9dae04676ea",
-                "sha256:cf6d921451ad7b31a0bd0abe4c91317881f9ac93f25cfe3241a21ca75971166b",
-                "sha256:d4643e2752fe4ca5e55db295ec0392ea2ec2598bfa83293d0fca6a0511cfa334",
-                "sha256:e26e11b86d97f1e625cfafbc47474bbe4ce968d8b8ca388efc8b4478486f6a62",
-                "sha256:e41c9236e9190f9aadbd7f4740817776c1d29ad1ef577826791e3bc8c864ff0f",
-                "sha256:ffb15a31b33f1741db95c3d8c133f29f349729beea118c0286311bacf30a2aeb"
-            ],
-            "version": "==0.8.7"
+                "sha256:0a67df26ac4432f11c9c79561b47864865f472c7a0bfd3cb9999ed77cb3aa7d9",
+                "sha256:0dd4dbacae83e59b0cf5935ac46d1835131cfdeb5a3578b28da3c877cd450550",
+                "sha256:0f4c8d6aceaadccd80f1b7d4f0cd2d8c41faab4621aa3e377d40692d0d948084",
+                "sha256:1bed2c4c1abb3e4c42709f35f84e3599e948d77b6699421b73195f5eec972c9f",
+                "sha256:1ce3f3b167125dc9f18e011a282f2c843edd88686362fc61bfbe44c5f2eb58b0",
+                "sha256:2bff4116dba3d219872700aa6208baff74cc45f0ae857a35fc0cd4b67c4d01ae",
+                "sha256:3e05e73269e429c852e363a856cb4e2a35e31d0367cba637b89fadacb31109d8",
+                "sha256:3f7a80970064ea1411f74d9767bbcbd775bdf7a4dc765f7816f812680ca4946c",
+                "sha256:418f5e7fb2f9b5b62739dd71fbb83bb1a00c99899273d4d7ef7cb2787a61b8b7",
+                "sha256:48b505e7357a4bcff33af60a04a67816123832beee6687a64dd8cb22a2483ba7",
+                "sha256:4f29ffae8242d00d142e8c17771963de06ca036405daf136b97193e78eb30e3e",
+                "sha256:50501570ec022f60c07af17c5622973f6d99d9922e3cf124fe56be32ac95a076",
+                "sha256:555e21b93bc00265b0f7235a744cdd36aedd36eb77cbb225acb6b4d2feff3263",
+                "sha256:632f1a8bce9a0ce7d470cfecf3c7c94fe8f270dec46010cb99d56bec070df3e7",
+                "sha256:6e4dc1e886bb9c3a6801dce7e6f07e1c0ccf66f752c0f9c971fac6ce93690586",
+                "sha256:7d969592dc3b039433a2ed4d0e1e6a621b2781019a6409e8075f7784dfc3138d",
+                "sha256:7ee2824b5898cbb364fde32daa5d2348c44542fb4c6e562960ea61fd9e90f1bc",
+                "sha256:885f0b067e6bf1e869cede250cb7cffa78057f5931a2a7dde257b41b4680f5a6",
+                "sha256:9bbebed6c71bddf7bc6a3a8658c03f44c2b6cf4465d11d5f86f8421253f23b45",
+                "sha256:9bce8d355981baa646bd267b180144ddceaa56e55177c5b938757384678640b5",
+                "sha256:9e4bf7331cb9f536540d11ab021a2044a5b8f5a00fc841227df7b82e6ba88696",
+                "sha256:a0f9e185029a462ed52d577ba9d00cdcbc244f76bf514edadd75f3cc45ee8a6e",
+                "sha256:a1eda449615afdf914abafddcbc3ea0128879d23c1317fc8f68fa47611b9b29c",
+                "sha256:dd809f577135b65a13402dde61e41a18b220fc1f04960a5397c577d45b2dfd75",
+                "sha256:e17ef041bb46149198cb9868f2205a2f312c708010bc4190e7b9bb7e7297f722",
+                "sha256:e97fee66599222070faee82f62ae10446313ec5c15e4aa3c01864a0e31420fff",
+                "sha256:ea3234b57337419747372566dc13006487af1906ee24ce17f3549725a714a37b",
+                "sha256:eb7e834ba6696927ab0095b8c12e5a8772185f299e4c31ce87748a2442c2853e",
+                "sha256:ed1691757b3627aa85745e8a1a535588082264b1d3c0aa55dc6b3de0f48f0340",
+                "sha256:f26b9c7821fdac08c52358cdb2ab69f00a9c929b386c5a9665d3af13ebaf6a78",
+                "sha256:f27bc04539fbf9c4fc34865da0af496ab868442fb58ccdfce7cca3a876190285",
+                "sha256:fd5b589072dbce94a0da302ea76dadf23d9c7a04dff83557ea21a4996bfbfb41"
+            ],
+            "version": "==0.8.18"
         },
         "dwave-cloud-client": {
             "hashes": [
-                "sha256:1f03e6f46b2f4cdab1aa5bf9319ddfab196f5888fc6af8ba02e93fe08f3c8af3",
-                "sha256:f303cd45c9831dde7ccd3a8d59e5e2dd4a12d84b9e9836df18ceb081fdaa104a"
+                "sha256:d4e853da58f537b352542b558e54847a1167230f7f46fd943488fac6192c44df",
+                "sha256:e104867adbb08875e1b5aab80c1cde9372a0a0e7fa95bf56074a8c6df82c2109"
             ],
-            "version": "==0.5.3"
+            "version": "==0.6.2"
+        },
+        "dwave-hybrid": {
+            "hashes": [
+                "sha256:60daa46138a702b942255f8ee1af5671f4400ade7b4fb963f43271abac6139ea",
+                "sha256:c8d9be1cedddedd96a6ae9ce71d4ced4a1fd334689837e66be2e301b0d7e5ebf"
+            ],
+            "version": "==0.4.1"
         },
         "dwave-neal": {
             "hashes": [
-                "sha256:04c91c39ad68d3401a938d5f882ef42ade80aeb84fd196071fb5337a01292a16",
-                "sha256:25c2d092b30f7a867ed0c6585d5b55934d3d1d90361fbe5e3086f3893ec75d14",
-                "sha256:2a08eff97bfddce8f1b4a90c843438ca9d2a6617665c6bae97f56ea1dd0f4c45",
-                "sha256:4125e1dc6523d20f696a1d916a21d2ea1741977074966bc8467a4ec8e645aa2a",
-                "sha256:5b0d69f304ddb74b2da4926dc93807d366b80765ec39c6cc535bf7fada6947a9",
-                "sha256:6188c69b0a2b3393b4af7a5ed35ab5cf34074b86b75a3bbf68f47a042cf437f1",
-                "sha256:654337da6db99d500f6cbdfa87ef7899d4e53cd58c85ff557bd922810f71e393",
-                "sha256:75386a1242f6b097785b3492775ba91180a3499d8d8234721563781e8cea66d2",
-                "sha256:7db19160eed27897e5946cb2f45926847492b0f83ba5216878bcc50deadcfb53",
-                "sha256:81a17ab3f5da90ccd53461dde3f65df271afa3ab4910a0c45c65ea4ef44f166d",
-                "sha256:83981e626abcf709df1ee47fcb716058d9d8d948172ce67d135c7b107fb6373f",
-                "sha256:87529e09788722ed9fc7b6fef7907a4b2242147c4681de72e5e596b4d66c020a",
-                "sha256:897bb6fc961f0f7f857f5fa87b04baa838661ca9edd1fe3cf51d6783514cf0ac",
-                "sha256:8a105a488ce01481119d61a0dd4687da8b9fdff088865d03355f650628011af1",
-                "sha256:8f99b343b43708bd99538e0c08871c42f95166cf5ae0db344ebc619e1387d498",
-                "sha256:9645c43316fa2583e466ded47f5eec99d8c070f0af15b7f33cda43573879f3af",
-                "sha256:97b659c021060e36149cc0889e0f3b641ce9220e901c3d2399ce8946a047f76d",
-                "sha256:9be849dcb5912778d86154e5e3f37827cfe31089a94cbabdea65f87e91ef3203",
-                "sha256:9d4b0a89d6a1a96fd7d56ac8deee2745c8924e976ca43f07cbbe549dc4947618",
-                "sha256:9d68f26cf2d17219ee1c86929622736f7b6da534f4ba36eb48873b45cbf5a21b",
-                "sha256:a64ad785b58d2e6914bc2f586b46137124b340296b6a5ce3970ef7c21e593676",
-                "sha256:ac048b54e294c0ba10650217849cc0c413e655d09e71fa0a0bf813124acda1c6",
-                "sha256:b05b50bb11dda853081f5485493ffd5c1d514705e25a8ad6765fa777e3544772",
-                "sha256:bad4d816afe10805b640e6d6521ffbca51d08f6d9172f08bb071a13921d9d8a4",
-                "sha256:be9d63fc4d8a299c0f6efa30f10f79e01ea73ff9bf7fcc443d69f811f8c66298",
-                "sha256:cca1dd1d8e0ce394e4cdbfe58cd7e1c85063da4cfb228bbefed29438cd709a3f",
-                "sha256:f0163884d0b88e15c857a53c9b2c14d20bc0193948ecf342de655e172608c151",
-                "sha256:fae95c4d74d4a23218cf125dce65820610919127bd738e0c7f2f7bc2ae33e2bc"
-            ],
-            "version": "==0.4.5"
+                "sha256:02b5552beb3d9f8f08afdc7d3745aabd283a02668ee7e948b293a5c7b5d36667",
+                "sha256:067c86410a3d5e96c65364b51a010f4955cccbaf80838b1bb3688d6201d8c398",
+                "sha256:08bd19ae66fa992cd3241ac34904df8de0331e6af895b782cd4501040c128de9",
+                "sha256:1692cefec8ed9eff6ab78ff3d1d07f6106dc525edec2cbb147657b867c36e6a4",
+                "sha256:24808d9f34ba140cf0c62446204ab1d754c3a2d1cdeff3567b687ae48fbc3d77",
+                "sha256:34d07ae1ab53b633a4ac6ad0cd813bf856d8156a9d85838a7d49ed083b705957",
+                "sha256:3d131a4a164a41c45adb3b3015b70510b01395330b241f6bad33710731d5adc2",
+                "sha256:42f4e923bf1a1238e441953dab0c29841f92e92ca447a34691265a05b7153c97",
+                "sha256:5f21afd7e95bedd242bd5233dfb79352e7263951a3dad097433de5736b68f0e5",
+                "sha256:6efac331137097e6af7a6c68a6ae8e45de09e728c02940251e906cd1e4f35d4d",
+                "sha256:70f40159c1cb6a2f52f0619694d3658cde9d99f30e07be8ec8d1dd3772097ba9",
+                "sha256:859e0ebd5f8b549cb4be2d537cf060d620ed7e81ed8def8c34e4e680500e99c8",
+                "sha256:8cc5e57cf8482c29f98211d9ede642c4b5a200c1e1bf998775bbacd5409839b0",
+                "sha256:8ef9b42f3744472e2e7527b00c71bf0e92898e362909940af1551802b6d05b79",
+                "sha256:95467be615a74875ed08448b8739b1168a0c099aab01b6f903d82baa98f726fc",
+                "sha256:9be70e28d08a98f3cbf0d17c451df49a0fd91677a196953a4f49a5671bc086ad",
+                "sha256:ab161f6ae42ac0f67b7bb8698e1e921ba344b67419d0876014030ff04d2f989d",
+                "sha256:ad6067bf6148eb7212cfa1d02616ce5170a989cfea9f1de162f72ac0290de71b",
+                "sha256:b4d8276952f65ab3b539961496941dc9fae0c2e16351f7c3cce6654a3ae35768",
+                "sha256:bdb2b1c168694b934b2077981638e7558ef1de64edecba21f39ee80271668b1e",
+                "sha256:c2b23d8c5a70a5e7492f10faf2f7119e604ba1cf87ec81829bb503ab6be433f3",
+                "sha256:c3db03d4b0ac4340fbb7483bff844408047ab5443c452ac036c049edd9c8e5f5",
+                "sha256:c521aecdf0a8fa1a61b87a8781e40585c74e730c8f0e735f1e2dd2c85bc701d8",
+                "sha256:d0093a95d87e72c20d3dea2daa661db12a1f254962eb7f004f0bac0145e20971",
+                "sha256:d376e2aac7bcbaf7c823cf798a73bd3e6ea6980995e6ca1bc90451bda78cc146",
+                "sha256:d48e41fc6830d85540e7ee823c4bcd11aef248d91e7825c6b968511ea51b177c",
+                "sha256:dbf5a4a6bef28292e851633573903fce72e6a1d2e1846c3ce5af95b287f59697",
+                "sha256:dc0c9bab9b4ad17b8de6e5b716ac3b31f1ba550a69a552bdbc29da8a74aa2f4e",
+                "sha256:e8e92db403fc19ad0d20bf8e3d39cf17e1e4e7c69ff3e330a788799976755e60",
+                "sha256:e993a8f237b524658dba946ca6ab05d697078715b2aef2209a39c1b7f237d469",
+                "sha256:f6a66ab2e11fda46adf5fc3b8ca23119cdc9e5ec69e1e19d797a9a5c00f522d0",
+                "sha256:fa82ac6d0e7e277218c823bcea2d2b3b71f221f16bb8401a0ab5be564440c58e"
+            ],
+            "version": "==0.5.2"
         },
         "dwave-networkx": {
             "hashes": [
-                "sha256:9205e09a6a5ba34679cab9f474255cc10addc493d06cb6fedd6ac5e7bb4d8849",
-                "sha256:bfb15364d798f9c608f67a7755f55a7ec2330d0c8034738ab805b499cf75f83e"
+                "sha256:3d91bc46562f44a7623b0f4dfb30cfe2bd5a226fa1505383697b80274cdac3b0",
+                "sha256:7c858e1ed9d7800537c58bdeea182ae0ed05e3273e4274ee77cdbc3df3b14ea8"
             ],
-            "version": "==0.7.1"
+            "version": "==0.8.3"
         },
         "dwave-ocean-sdk": {
             "hashes": [
-                "sha256:1932fb7dd9b963afc691b48422c3e765ae9a67513407d9d86009f65faf933051",
-                "sha256:68ae002a3777a6c7ac2db9bfaa70e0b0726f2d4bd4b3eee270081a5b0891c9bb"
+                "sha256:e89b7d9a3cbcd3a5ef965150fd03b8c1b6e2a3cf8c92b620d95d5824284a31b0",
+                "sha256:ee6628d4031ee37985dcf7ef791e0395ffc66f033013d35911228b0e009ade86"
             ],
             "index": "pypi",
-            "version": "==1.2.0"
+            "version": "==1.5.0"
         },
         "dwave-qbsolv": {
             "hashes": [
@@ -175,55 +190,60 @@
         },
         "dwave-system": {
             "hashes": [
-                "sha256:220167bf1c440f89f4a5ec69d08f80dc1359d3a37b7be69ba367be637feaa63a",
-                "sha256:42a1f73b19676493cb14481218057c25275d27c2251effea9a2ad567c1f1f428"
+                "sha256:1415a43e6d62a4ca8fa5844824f967d524f704e3f4cf6838fab58a61d191e17b",
+                "sha256:c501a67b50c19e1393a08a70b22fd570a1a8c030bf223e3658507a50fd9199d4"
             ],
             "index": "pypi",
-            "version": "==0.7.2"
+            "version": "==0.8.0"
         },
         "dwave-tabu": {
             "hashes": [
-                "sha256:052222fe3e4052d0793630935ffdfb9a8d9a0888782282d6a112a580843e325d",
-                "sha256:07edf3e754f663b35c44ae822aadc9c6fdb3c780fdbf65f50314b9fe067382bc",
-                "sha256:12b6067b1d9e020cd95614adc3eec76d9be535a825613ac4a780229307ce532f",
-                "sha256:274b1107e9a490a090127663e38fb39b975d2fd47a3f1f9f18150564ed6fc7c4",
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-            "version": "==0.0.10"
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@@ -239,98 +259,138 @@
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@@ -384,49 +444,55 @@
         },
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@@ -437,136 +503,156 @@
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@@ -578,25 +664,25 @@
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-                "sha256:d385c95361699e5cf7622485d9b9eae2d4864b21cd5a2374a9c381ffed701021",
-                "sha256:e22977e3ebe961f72362f6ddfb9197cc531c9737aaf5f607ef09740c849ecd05"
+                "sha256:4789ccbb6fc122b5a6a85d512e4e41fc5acad77216533a6f2b8ce51e0f265c23",
+                "sha256:efab950cf7cc1e4d8ee50b2bb9c8e4a89f8307b49e0b2c9cfef3ec4ca26655eb"
             ],
             "index": "pypi",
-            "version": "==4.31.1"
+            "version": "==4.41.1"
         },
         "urllib3": {
             "hashes": [
-                "sha256:61bf29cada3fc2fbefad4fdf059ea4bd1b4a86d2b6d15e1c7c0b582b9752fe39",
-                "sha256:de9529817c93f27c8ccbfead6985011db27bd0ddfcdb2d86f3f663385c6a9c22"
+                "sha256:a8a318824cc77d1fd4b2bec2ded92646630d7fe8619497b142c84a9e6f5a7293",
+                "sha256:f3c5fd51747d450d4dcf6f923c81f78f811aab8205fda64b0aba34a4e48b0745"
             ],
-            "version": "==1.24.1"
+            "version": "==1.25.7"
         }
     },
     "develop": {}
diff --git a/util/data_extraction.py b/util/data_extraction.py
index 3c0ab87..196b84c 100644
--- a/util/data_extraction.py
+++ b/util/data_extraction.py
@@ -4,6 +4,9 @@ import dimod
 import random 
 import numpy as np
 
+from bson.objectid import ObjectId
+import pandas as pd
+
 from tqdm import tqdm
 
 def extract_wmis_qpu_results():
@@ -213,3 +216,73 @@ def extract_instance_parameters():
     edb.commit()
     edb_cursor.close()
     edb.close()
+
+def extract_embedding_data():
+    edb = script.connect_to_experimetns_db()
+    edb_cursor = edb.cursor()
+
+    idb = script.connect_to_instance_pool()
+
+    scope = input("scope: ")
+    table_name = input("table name: ")
+
+    qubo_collection = input("qubo collection: ")
+    solver_graph_id = ObjectId(input("solver graph id: "))
+
+    solver_input = queries.WMIS_solver_input_scope_query(idb, qubo_collection)
+    solver_input.query(scope, solver_graph_id)
+
+    results = pd.DataFrame(columns=["instance_id",
+                                    "embedding_list_id",
+                                    "emb_list_index",
+                                    "num_qubits",
+                                    "avgr_chain_length",
+                                    "median_chain_length"]);
+    
+    for soin in solver_input:
+        emb_index = 0;
+        for emb in soin["embeddings"]:
+            chain_lengths = []
+            qubits = set()
+
+            for node, chain in emb.items():
+                
+                chain_lengths.append(len(chain))
+
+                qubits = qubits.union(set(chain))
+
+            results = results.append({"instance_id": soin["instance_id"],
+                                      "embedding_list_id": soin["embeddings_id"],
+                                      "emb_list_index": emb_index,
+                                      "num_qubits": len(qubits),
+                                      "avgr_chain_length": np.mean(chain_lengths),
+                                      "median_chain_length": np.median(chain_lengths)},
+                                     ignore_index=True)
+
+    insert_row = ('''INSERT INTO {} 
+                     (instance_id, 
+                      embedding_list_id, 
+                      emb_list_index, 
+                      num_qubits, 
+                      avgr_chain_length, 
+                      median_chain_length) 
+                     VALUES(%s, %s, %s, %s, %s, %s)''').format(table_name)
+
+    for index, row in results.iterrows():
+        edb_cursor.execute(insert_row, (str(row["instance_id"]),
+                                        str(row["embedding_list_id"]),
+                                        int(row["emb_list_index"]),
+                                        int(row["num_qubits"]),
+                                        float(row["avgr_chain_length"]),
+                                        float(row["median_chain_length"])))
+    
+    edb.commit()
+    edb_cursor.close()
+    edb.close()
+
+
+
+
+        
+
+