From cc89c322877b424ab450e3d470f9809e809bde85 Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Fri, 29 Nov 2019 10:39:41 +0100
Subject: [PATCH 1/6] Add datasets for regression and outlier detection

---
 .../ml/egs_regression/data.json.gz            |  Bin 0 -> 279698 bytes
 .../ml/egs_regression/mappings.json           | 1452 ++++++++++++++++
 .../es_archives/ml/ihp_outlier/data.json.gz   |  Bin 0 -> 70805 bytes
 .../es_archives/ml/ihp_outlier/mappings.json  | 1503 +++++++++++++++++
 4 files changed, 2955 insertions(+)
 create mode 100644 x-pack/test/functional/es_archives/ml/egs_regression/data.json.gz
 create mode 100644 x-pack/test/functional/es_archives/ml/egs_regression/mappings.json
 create mode 100644 x-pack/test/functional/es_archives/ml/ihp_outlier/data.json.gz
 create mode 100644 x-pack/test/functional/es_archives/ml/ihp_outlier/mappings.json

diff --git a/x-pack/test/functional/es_archives/ml/egs_regression/data.json.gz b/x-pack/test/functional/es_archives/ml/egs_regression/data.json.gz
new file mode 100644
index 0000000000000000000000000000000000000000..78a8b65b4a124a4c97ca1f9c47747fc722098860
GIT binary patch
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diff --git a/x-pack/test/functional/es_archives/ml/egs_regression/mappings.json b/x-pack/test/functional/es_archives/ml/egs_regression/mappings.json
new file mode 100644
index 0000000000000..bfaecc6820469
--- /dev/null
+++ b/x-pack/test/functional/es_archives/ml/egs_regression/mappings.json
@@ -0,0 +1,1452 @@
+{
+  "type": "index",
+  "value": {
+    "aliases": {
+    },
+    "index": "egs_regression",
+    "mappings": {
+      "properties": {
+        "g1": {
+          "type": "float"
+        },
+        "g2": {
+          "type": "float"
+        },
+        "g3": {
+          "type": "float"
+        },
+        "g4": {
+          "type": "float"
+        },
+        "p1": {
+          "type": "float"
+        },
+        "p2": {
+          "type": "float"
+        },
+        "p3": {
+          "type": "float"
+        },
+        "p4": {
+          "type": "float"
+        },
+        "stab": {
+          "type": "float"
+        },
+        "stabf": {
+          "type": "keyword"
+        },
+        "tau1": {
+          "type": "float"
+        },
+        "tau2": {
+          "type": "float"
+        },
+        "tau3": {
+          "type": "float"
+        },
+        "tau4": {
+          "type": "float"
+        }
+      }
+    },
+    "settings": {
+      "index": {
+        "number_of_replicas": "1",
+        "number_of_shards": "1"
+      }
+    }
+  }
+}
+
+{
+  "type": "index",
+  "value": {
+    "aliases": {
+      ".kibana": {
+      }
+    },
+    "index": ".kibana_1",
+    "mappings": {
+      "_meta": {
+        "migrationMappingPropertyHashes": {
+          "action": "ecc01e367a369542bc2b15dae1fb1773",
+          "action_task_params": "a9d49f184ee89641044be0ca2950fa3a",
+          "alert": "3cdf52bff6f482e53b825b45686604db",
+          "apm-indices": "9bb9b2bf1fa636ed8619cbab5ce6a1dd",
+          "apm-services-telemetry": "07ee1939fa4302c62ddc052ec03fed90",
+          "canvas-element": "7390014e1091044523666d97247392fc",
+          "canvas-workpad": "b0a1706d356228dbdcb4a17e6b9eb231",
+          "config": "87aca8fdb053154f11383fce3dbf3edf",
+          "dashboard": "d00f614b29a80360e1190193fd333bab",
+          "file-upload-telemetry": "0ed4d3e1983d1217a30982630897092e",
+          "graph-workspace": "cd7ba1330e6682e9cc00b78850874be1",
+          "index-pattern": "66eccb05066c5a89924f48a9e9736499",
+          "infrastructure-ui-source": "ddc0ecb18383f6b26101a2fadb2dab0c",
+          "inventory-view": "84b320fd67209906333ffce261128462",
+          "kql-telemetry": "d12a98a6f19a2d273696597547e064ee",
+          "lens": "21c3ea0763beb1ecb0162529706b88c5",
+          "lens-ui-telemetry": "509bfa5978586998e05f9e303c07a327",
+          "map": "23d7aa4a720d4938ccde3983f87bd58d",
+          "maps-telemetry": "a4229f8b16a6820c6d724b7e0c1f729d",
+          "metrics-explorer-view": "53c5365793677328df0ccb6138bf3cdd",
+          "migrationVersion": "4a1746014a75ade3a714e1db5763276f",
+          "ml-telemetry": "257fd1d4b4fdbb9cb4b8a3b27da201e9",
+          "namespace": "2f4316de49999235636386fe51dc06c1",
+          "query": "11aaeb7f5f7fa5bb43f25e18ce26e7d9",
+          "references": "7997cf5a56cc02bdc9c93361bde732b0",
+          "sample-data-telemetry": "7d3cfeb915303c9641c59681967ffeb4",
+          "search": "181661168bbadd1eff5902361e2a0d5c",
+          "server": "ec97f1c5da1a19609a60874e5af1100c",
+          "siem-ui-timeline": "6485ab095be8d15246667b98a1a34295",
+          "siem-ui-timeline-note": "8874706eedc49059d4cf0f5094559084",
+          "siem-ui-timeline-pinned-event": "20638091112f0e14f0e443d512301c29",
+          "space": "c5ca8acafa0beaa4d08d014a97b6bc6b",
+          "telemetry": "358ffaa88ba34a97d55af0933a117de4",
+          "timelion-sheet": "9a2a2748877c7a7b582fef201ab1d4cf",
+          "type": "2f4316de49999235636386fe51dc06c1",
+          "ui-metric": "0d409297dc5ebe1e3a1da691c6ee32e3",
+          "updated_at": "00da57df13e94e9d98437d13ace4bfe0",
+          "upgrade-assistant-reindex-operation": "a53a20fe086b72c9a86da3cc12dad8a6",
+          "upgrade-assistant-telemetry": "56702cec857e0a9dacfb696655b4ff7b",
+          "url": "c7f66a0df8b1b52f17c28c4adb111105",
+          "visualization": "52d7a13ad68a150c4525b292d23e12cc"
+        }
+      },
+      "dynamic": "strict",
+      "properties": {
+        "action": {
+          "properties": {
+            "actionTypeId": {
+              "type": "keyword"
+            },
+            "config": {
+              "enabled": false,
+              "type": "object"
+            },
+            "description": {
+              "type": "text"
+            },
+            "secrets": {
+              "type": "binary"
+            }
+          }
+        },
+        "action_task_params": {
+          "properties": {
+            "actionId": {
+              "type": "keyword"
+            },
+            "apiKey": {
+              "type": "binary"
+            },
+            "params": {
+              "enabled": false,
+              "type": "object"
+            }
+          }
+        },
+        "alert": {
+          "properties": {
+            "actions": {
+              "properties": {
+                "actionRef": {
+                  "type": "keyword"
+                },
+                "group": {
+                  "type": "keyword"
+                },
+                "params": {
+                  "enabled": false,
+                  "type": "object"
+                }
+              },
+              "type": "nested"
+            },
+            "alertTypeId": {
+              "type": "keyword"
+            },
+            "apiKey": {
+              "type": "binary"
+            },
+            "apiKeyOwner": {
+              "type": "keyword"
+            },
+            "createdBy": {
+              "type": "keyword"
+            },
+            "enabled": {
+              "type": "boolean"
+            },
+            "interval": {
+              "type": "keyword"
+            },
+            "muteAll": {
+              "type": "boolean"
+            },
+            "mutedInstanceIds": {
+              "type": "keyword"
+            },
+            "name": {
+              "type": "text"
+            },
+            "params": {
+              "enabled": false,
+              "type": "object"
+            },
+            "scheduledTaskId": {
+              "type": "keyword"
+            },
+            "tags": {
+              "type": "keyword"
+            },
+            "throttle": {
+              "type": "keyword"
+            },
+            "updatedBy": {
+              "type": "keyword"
+            }
+          }
+        },
+        "apm-indices": {
+          "properties": {
+            "apm_oss": {
+              "properties": {
+                "errorIndices": {
+                  "type": "keyword"
+                },
+                "metricsIndices": {
+                  "type": "keyword"
+                },
+                "onboardingIndices": {
+                  "type": "keyword"
+                },
+                "sourcemapIndices": {
+                  "type": "keyword"
+                },
+                "spanIndices": {
+                  "type": "keyword"
+                },
+                "transactionIndices": {
+                  "type": "keyword"
+                }
+              }
+            }
+          }
+        },
+        "apm-services-telemetry": {
+          "properties": {
+            "has_any_services": {
+              "type": "boolean"
+            },
+            "services_per_agent": {
+              "properties": {
+                "dotnet": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "go": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "java": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "js-base": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "nodejs": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "python": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "ruby": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "rum-js": {
+                  "null_value": 0,
+                  "type": "long"
+                }
+              }
+            }
+          }
+        },
+        "canvas-element": {
+          "dynamic": "false",
+          "properties": {
+            "@created": {
+              "type": "date"
+            },
+            "@timestamp": {
+              "type": "date"
+            },
+            "content": {
+              "type": "text"
+            },
+            "help": {
+              "type": "text"
+            },
+            "image": {
+              "type": "text"
+            },
+            "name": {
+              "fields": {
+                "keyword": {
+                  "type": "keyword"
+                }
+              },
+              "type": "text"
+            }
+          }
+        },
+        "canvas-workpad": {
+          "dynamic": "false",
+          "properties": {
+            "@created": {
+              "type": "date"
+            },
+            "@timestamp": {
+              "type": "date"
+            },
+            "name": {
+              "fields": {
+                "keyword": {
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diff --git a/x-pack/test/functional/es_archives/ml/ihp_outlier/mappings.json b/x-pack/test/functional/es_archives/ml/ihp_outlier/mappings.json
new file mode 100644
index 0000000000000..f90c6e67daac4
--- /dev/null
+++ b/x-pack/test/functional/es_archives/ml/ihp_outlier/mappings.json
@@ -0,0 +1,1503 @@
+{
+  "type": "index",
+  "value": {
+    "aliases": {
+    },
+    "index": "ihp_outlier",
+    "mappings": {
+      "properties": {
+        "1stFlrSF": {
+          "type": "integer"
+        },
+        "BsmtFinSF1": {
+          "type": "integer"
+        },
+        "BsmtQual": {
+          "type": "integer"
+        },
+        "CentralAir": {
+          "type": "keyword"
+        },
+        "Condition2": {
+          "type": "keyword"
+        },
+        "Electrical": {
+          "type": "keyword"
+        },
+        "ExterQual": {
+          "type": "integer"
+        },
+        "Exterior1st": {
+          "type": "keyword"
+        },
+        "Exterior2nd": {
+          "type": "keyword"
+        },
+        "Fireplaces": {
+          "type": "integer"
+        },
+        "FullBath": {
+          "type": "integer"
+        },
+        "GarageArea": {
+          "type": "integer"
+        },
+        "GarageCars": {
+          "type": "integer"
+        },
+        "GarageFinish": {
+          "type": "keyword"
+        },
+        "GarageType": {
+          "type": "keyword"
+        },
+        "GrLivArea": {
+          "type": "integer"
+        },
+        "Heating": {
+          "type": "keyword"
+        },
+        "HeatingQC": {
+          "type": "integer"
+        },
+        "KitchenQual": {
+          "type": "integer"
+        },
+        "MasVnrArea": {
+          "type": "integer"
+        },
+        "Neighborhood": {
+          "type": "keyword"
+        },
+        "OverallQual": {
+          "type": "integer"
+        },
+        "PoolQC": {
+          "type": "integer"
+        },
+        "RoofMatl": {
+          "type": "keyword"
+        },
+        "SaleCondition": {
+          "type": "keyword"
+        },
+        "SalePrice": {
+          "type": "float"
+        },
+        "SaleType": {
+          "type": "keyword"
+        },
+        "TotRmsAbvGrd": {
+          "type": "integer"
+        },
+        "TotalBsmtSF": {
+          "type": "integer"
+        },
+        "YearBuilt": {
+          "type": "integer"
+        },
+        "YearRemodAdd": {
+          "type": "integer"
+        }
+      }
+    },
+    "settings": {
+      "index": {
+        "number_of_replicas": "1",
+        "number_of_shards": "1"
+      }
+    }
+  }
+}
+
+{
+  "type": "index",
+  "value": {
+    "aliases": {
+      ".kibana": {
+      }
+    },
+    "index": ".kibana_1",
+    "mappings": {
+      "_meta": {
+        "migrationMappingPropertyHashes": {
+          "action": "ecc01e367a369542bc2b15dae1fb1773",
+          "action_task_params": "a9d49f184ee89641044be0ca2950fa3a",
+          "alert": "3cdf52bff6f482e53b825b45686604db",
+          "apm-indices": "9bb9b2bf1fa636ed8619cbab5ce6a1dd",
+          "apm-services-telemetry": "07ee1939fa4302c62ddc052ec03fed90",
+          "canvas-element": "7390014e1091044523666d97247392fc",
+          "canvas-workpad": "b0a1706d356228dbdcb4a17e6b9eb231",
+          "config": "87aca8fdb053154f11383fce3dbf3edf",
+          "dashboard": "d00f614b29a80360e1190193fd333bab",
+          "file-upload-telemetry": "0ed4d3e1983d1217a30982630897092e",
+          "graph-workspace": "cd7ba1330e6682e9cc00b78850874be1",
+          "index-pattern": "66eccb05066c5a89924f48a9e9736499",
+          "infrastructure-ui-source": "ddc0ecb18383f6b26101a2fadb2dab0c",
+          "inventory-view": "84b320fd67209906333ffce261128462",
+          "kql-telemetry": "d12a98a6f19a2d273696597547e064ee",
+          "lens": "21c3ea0763beb1ecb0162529706b88c5",
+          "lens-ui-telemetry": "509bfa5978586998e05f9e303c07a327",
+          "map": "23d7aa4a720d4938ccde3983f87bd58d",
+          "maps-telemetry": "a4229f8b16a6820c6d724b7e0c1f729d",
+          "metrics-explorer-view": "53c5365793677328df0ccb6138bf3cdd",
+          "migrationVersion": "4a1746014a75ade3a714e1db5763276f",
+          "ml-telemetry": "257fd1d4b4fdbb9cb4b8a3b27da201e9",
+          "namespace": "2f4316de49999235636386fe51dc06c1",
+          "query": "11aaeb7f5f7fa5bb43f25e18ce26e7d9",
+          "references": "7997cf5a56cc02bdc9c93361bde732b0",
+          "sample-data-telemetry": "7d3cfeb915303c9641c59681967ffeb4",
+          "search": "181661168bbadd1eff5902361e2a0d5c",
+          "server": "ec97f1c5da1a19609a60874e5af1100c",
+          "siem-ui-timeline": "6485ab095be8d15246667b98a1a34295",
+          "siem-ui-timeline-note": "8874706eedc49059d4cf0f5094559084",
+          "siem-ui-timeline-pinned-event": "20638091112f0e14f0e443d512301c29",
+          "space": "c5ca8acafa0beaa4d08d014a97b6bc6b",
+          "telemetry": "358ffaa88ba34a97d55af0933a117de4",
+          "timelion-sheet": "9a2a2748877c7a7b582fef201ab1d4cf",
+          "type": "2f4316de49999235636386fe51dc06c1",
+          "ui-metric": "0d409297dc5ebe1e3a1da691c6ee32e3",
+          "updated_at": "00da57df13e94e9d98437d13ace4bfe0",
+          "upgrade-assistant-reindex-operation": "a53a20fe086b72c9a86da3cc12dad8a6",
+          "upgrade-assistant-telemetry": "56702cec857e0a9dacfb696655b4ff7b",
+          "url": "c7f66a0df8b1b52f17c28c4adb111105",
+          "visualization": "52d7a13ad68a150c4525b292d23e12cc"
+        }
+      },
+      "dynamic": "strict",
+      "properties": {
+        "action": {
+          "properties": {
+            "actionTypeId": {
+              "type": "keyword"
+            },
+            "config": {
+              "enabled": false,
+              "type": "object"
+            },
+            "description": {
+              "type": "text"
+            },
+            "secrets": {
+              "type": "binary"
+            }
+          }
+        },
+        "action_task_params": {
+          "properties": {
+            "actionId": {
+              "type": "keyword"
+            },
+            "apiKey": {
+              "type": "binary"
+            },
+            "params": {
+              "enabled": false,
+              "type": "object"
+            }
+          }
+        },
+        "alert": {
+          "properties": {
+            "actions": {
+              "properties": {
+                "actionRef": {
+                  "type": "keyword"
+                },
+                "group": {
+                  "type": "keyword"
+                },
+                "params": {
+                  "enabled": false,
+                  "type": "object"
+                }
+              },
+              "type": "nested"
+            },
+            "alertTypeId": {
+              "type": "keyword"
+            },
+            "apiKey": {
+              "type": "binary"
+            },
+            "apiKeyOwner": {
+              "type": "keyword"
+            },
+            "createdBy": {
+              "type": "keyword"
+            },
+            "enabled": {
+              "type": "boolean"
+            },
+            "interval": {
+              "type": "keyword"
+            },
+            "muteAll": {
+              "type": "boolean"
+            },
+            "mutedInstanceIds": {
+              "type": "keyword"
+            },
+            "name": {
+              "type": "text"
+            },
+            "params": {
+              "enabled": false,
+              "type": "object"
+            },
+            "scheduledTaskId": {
+              "type": "keyword"
+            },
+            "tags": {
+              "type": "keyword"
+            },
+            "throttle": {
+              "type": "keyword"
+            },
+            "updatedBy": {
+              "type": "keyword"
+            }
+          }
+        },
+        "apm-indices": {
+          "properties": {
+            "apm_oss": {
+              "properties": {
+                "errorIndices": {
+                  "type": "keyword"
+                },
+                "metricsIndices": {
+                  "type": "keyword"
+                },
+                "onboardingIndices": {
+                  "type": "keyword"
+                },
+                "sourcemapIndices": {
+                  "type": "keyword"
+                },
+                "spanIndices": {
+                  "type": "keyword"
+                },
+                "transactionIndices": {
+                  "type": "keyword"
+                }
+              }
+            }
+          }
+        },
+        "apm-services-telemetry": {
+          "properties": {
+            "has_any_services": {
+              "type": "boolean"
+            },
+            "services_per_agent": {
+              "properties": {
+                "dotnet": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "go": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "java": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "js-base": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "nodejs": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "python": {
+                  "null_value": 0,
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+        },
+        "updated_at": {
+          "type": "date"
+        },
+        "upgrade-assistant-reindex-operation": {
+          "dynamic": "true",
+          "properties": {
+            "indexName": {
+              "type": "keyword"
+            },
+            "status": {
+              "type": "integer"
+            }
+          }
+        },
+        "upgrade-assistant-telemetry": {
+          "properties": {
+            "features": {
+              "properties": {
+                "deprecation_logging": {
+                  "properties": {
+                    "enabled": {
+                      "null_value": true,
+                      "type": "boolean"
+                    }
+                  }
+                }
+              }
+            },
+            "ui_open": {
+              "properties": {
+                "cluster": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "indices": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "overview": {
+                  "null_value": 0,
+                  "type": "long"
+                }
+              }
+            },
+            "ui_reindex": {
+              "properties": {
+                "close": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "open": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "start": {
+                  "null_value": 0,
+                  "type": "long"
+                },
+                "stop": {
+                  "null_value": 0,
+                  "type": "long"
+                }
+              }
+            }
+          }
+        },
+        "url": {
+          "properties": {
+            "accessCount": {
+              "type": "long"
+            },
+            "accessDate": {
+              "type": "date"
+            },
+            "createDate": {
+              "type": "date"
+            },
+            "url": {
+              "fields": {
+                "keyword": {
+                  "ignore_above": 2048,
+                  "type": "keyword"
+                }
+              },
+              "type": "text"
+            }
+          }
+        },
+        "visualization": {
+          "properties": {
+            "description": {
+              "type": "text"
+            },
+            "kibanaSavedObjectMeta": {
+              "properties": {
+                "searchSourceJSON": {
+                  "type": "text"
+                }
+              }
+            },
+            "savedSearchRefName": {
+              "type": "keyword"
+            },
+            "title": {
+              "type": "text"
+            },
+            "uiStateJSON": {
+              "type": "text"
+            },
+            "version": {
+              "type": "integer"
+            },
+            "visState": {
+              "type": "text"
+            }
+          }
+        }
+      }
+    },
+    "settings": {
+      "index": {
+        "auto_expand_replicas": "0-1",
+        "number_of_replicas": "0",
+        "number_of_shards": "1"
+      }
+    }
+  }
+}
\ No newline at end of file

From 30219b864edf73e0761822d1bb6945b50c6086cf Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Tue, 3 Dec 2019 10:06:06 +0100
Subject: [PATCH 2/6] [ML] Add functional tests for analytics UI

---
 .../analytics_list/action_start.tsx           |   1 +
 .../components/analytics_list/actions.tsx     |   2 +
 .../analytics_list/analytics_list.tsx         |  40 ++-
 .../components/analytics_list/columns.tsx     |  15 +-
 .../create_analytics_button.tsx               |   2 +-
 .../create_analytics_flyout.tsx               |  10 +-
 .../create_analytics_form.tsx                 |   8 +
 .../create_analytics_form/job_type.tsx        |   1 +
 .../refresh_analytics_list_button.tsx         |   2 +-
 .../data_frame_analytics/index.ts             |  15 +
 .../outlier_detection_creation.ts             | 158 +++++++++
 .../regression_creation.ts                    | 162 +++++++++
 .../functional/apps/machine_learning/index.ts |   1 +
 .../services/machine_learning/api.ts          |  75 ++++-
 .../machine_learning/data_frame_analytics.ts  |  38 ++-
 .../data_frame_analytics_creation.ts          | 307 ++++++++++++++++++
 .../data_frame_analytics_table.ts             |  97 ++++++
 .../services/machine_learning/index.ts        |   2 +
 .../machine_learning/job_wizard_advanced.ts   |   5 +-
 x-pack/test/functional/services/ml.ts         |   8 +-
 20 files changed, 914 insertions(+), 35 deletions(-)
 create mode 100644 x-pack/test/functional/apps/machine_learning/data_frame_analytics/index.ts
 create mode 100644 x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
 create mode 100644 x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
 create mode 100644 x-pack/test/functional/services/machine_learning/data_frame_analytics_creation.ts
 create mode 100644 x-pack/test/functional/services/machine_learning/data_frame_analytics_table.ts

diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/action_start.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/action_start.tsx
index c92a251974a94..40664a1413845 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/action_start.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/action_start.tsx
@@ -54,6 +54,7 @@ export const StartAction: FC<StartActionProps> = ({ item }) => {
       iconType="play"
       onClick={openModal}
       aria-label={buttonStartText}
+      data-test-sub="mlAnalyticsJobStartButton"
     >
       {buttonStartText}
     </EuiButtonEmpty>
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/actions.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/actions.tsx
index 5e5283f9e6c49..8781e49b95ca3 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/actions.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/actions.tsx
@@ -37,6 +37,7 @@ export const AnalyticsViewAction = {
         aria-label={i18n.translate('xpack.ml.dataframe.analyticsList.viewAriaLabel', {
           defaultMessage: 'View',
         })}
+        data-test-sub="mlAnalyticsJobViewButton"
       >
         {i18n.translate('xpack.ml.dataframe.analyticsList.viewActionName', {
           defaultMessage: 'View',
@@ -69,6 +70,7 @@ export const getActions = () => {
             iconType="stop"
             onClick={() => stopAnalytics(item)}
             aria-label={buttonStopText}
+            data-test-sub="mlAnalyticsJobStopButton"
           >
             {buttonStopText}
           </EuiButtonEmpty>
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/analytics_list.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/analytics_list.tsx
index f98ce486f7337..05faf164b62c4 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/analytics_list.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/analytics_list.tsx
@@ -230,6 +230,7 @@ export const DataFrameAnalyticsList: FC<Props> = ({
                   <EuiButtonEmpty
                     onClick={createAnalyticsForm.actions.openModal}
                     isDisabled={disabled}
+                    data-test-subj="mlAnalyticsCreateFirstButton"
                   >
                     {i18n.translate('xpack.ml.dataFrame.analyticsList.emptyPromptButtonText', {
                       defaultMessage: 'Create your first data frame analytics job',
@@ -352,23 +353,28 @@ export const DataFrameAnalyticsList: FC<Props> = ({
         </EuiFlexItem>
       </EuiFlexGroup>
       <EuiSpacer size="s" />
-      <MlInMemoryTable
-        allowNeutralSort={false}
-        className="mlAnalyticsTable"
-        columns={columns}
-        error={searchError}
-        hasActions={false}
-        isExpandable={true}
-        isSelectable={false}
-        items={filterActive ? filteredAnalytics : analytics}
-        itemId={DataFrameAnalyticsListColumn.id}
-        itemIdToExpandedRowMap={itemIdToExpandedRowMap}
-        onTableChange={onTableChange}
-        pagination={pagination}
-        sorting={sorting}
-        search={search}
-        data-test-subj="mlDataFramesTableAnalytics"
-      />
+      <div data-test-subj="mlAnalyticsTableContainer">
+        <MlInMemoryTable
+          allowNeutralSort={false}
+          className="mlAnalyticsTable"
+          columns={columns}
+          error={searchError}
+          hasActions={false}
+          isExpandable={true}
+          isSelectable={false}
+          items={filterActive ? filteredAnalytics : analytics}
+          itemId={DataFrameAnalyticsListColumn.id}
+          itemIdToExpandedRowMap={itemIdToExpandedRowMap}
+          onTableChange={onTableChange}
+          pagination={pagination}
+          sorting={sorting}
+          search={search}
+          data-test-subj={isLoading ? 'mlAnalyticsTable loading' : 'mlAnalyticsTable loaded'}
+          rowProps={item => ({
+            'data-test-subj': `mlAnalyticsTableRow row-${item.id}`,
+          })}
+        />
+      </div>
     </Fragment>
   );
 };
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/columns.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/columns.tsx
index 3a23eeb1138be..66a2452bfdf96 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/columns.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/columns.tsx
@@ -82,7 +82,13 @@ export const progressColumn = {
         {isBatchTransform && (
           <Fragment>
             <EuiFlexItem style={{ width: '40px' }} grow={false}>
-              <EuiProgress value={progress} max={100} color="primary" size="m">
+              <EuiProgress
+                value={progress}
+                max={100}
+                color="primary"
+                size="m"
+                data-test-subj="mlAnalyticsTableProgress"
+              >
                 {progress}%
               </EuiProgress>
             </EuiFlexItem>
@@ -110,6 +116,7 @@ export const progressColumn = {
     );
   },
   width: '100px',
+  'data-test-subj': 'mlAnalyticsTableColumnProgress',
 };
 
 export const getColumns = (
@@ -155,12 +162,14 @@ export const getColumns = (
           iconType={expandedRowItemIds.includes(item.config.id) ? 'arrowUp' : 'arrowDown'}
         />
       ),
+      'data-test-subj': 'mlAnalyticsTableRowDetailsToggle',
     },
     {
       field: DataFrameAnalyticsListColumn.id,
       name: 'ID',
       sortable: true,
       truncateText: true,
+      'data-test-subj': 'mlAnalyticsTableColumnId',
     },
     // Description is not supported yet by API
     /*
@@ -180,6 +189,7 @@ export const getColumns = (
       }),
       sortable: true,
       truncateText: true,
+      'data-test-subj': 'mlAnalyticsTableColumnSourceIndex',
     },
     {
       field: DataFrameAnalyticsListColumn.configDestIndex,
@@ -188,6 +198,7 @@ export const getColumns = (
       }),
       sortable: true,
       truncateText: true,
+      'data-test-subj': 'mlAnalyticsTableColumnDestIndex',
     },
     {
       name: i18n.translate('xpack.ml.dataframe.analyticsList.type', { defaultMessage: 'Type' }),
@@ -197,6 +208,7 @@ export const getColumns = (
         return <EuiBadge color="hollow">{getAnalysisType(item.config.analysis)}</EuiBadge>;
       },
       width: '150px',
+      'data-test-subj': 'mlAnalyticsTableColumnType',
     },
     {
       name: i18n.translate('xpack.ml.dataframe.analyticsList.status', { defaultMessage: 'Status' }),
@@ -206,6 +218,7 @@ export const getColumns = (
         return getTaskStateBadge(item.stats.state, item.stats.reason);
       },
       width: '100px',
+      'data-test-subj': 'mlAnalyticsTableColumnStatus',
     },
     // For now there is batch mode only so we hide this column for now.
     /*
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_button/create_analytics_button.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_button/create_analytics_button.tsx
index 6ce5de4fb0c52..0958dff7a3f51 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_button/create_analytics_button.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_button/create_analytics_button.tsx
@@ -27,7 +27,7 @@ export const CreateAnalyticsButton: FC<CreateAnalyticsFormProps> = props => {
       onClick={openModal}
       iconType="plusInCircle"
       size="s"
-      data-test-subj="mlDataFrameAnalyticsButtonCreate"
+      data-test-subj="mlAnalyticsButtonCreate"
     >
       {i18n.translate('xpack.ml.dataframe.analyticsList.createDataFrameAnalyticsButton', {
         defaultMessage: 'Create analytics job',
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_flyout/create_analytics_flyout.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_flyout/create_analytics_flyout.tsx
index 4861c05687597..f6920815c0c87 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_flyout/create_analytics_flyout.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_flyout/create_analytics_flyout.tsx
@@ -29,7 +29,7 @@ export const CreateAnalyticsFlyout: FC<CreateAnalyticsFormProps> = ({
   const { isJobCreated, isJobStarted, isModalButtonDisabled, isValid } = state;
 
   return (
-    <EuiFlyout size="s" onClose={closeModal}>
+    <EuiFlyout size="s" onClose={closeModal} data-test-subj="mlAnalyticsCreateJobFlyout">
       <EuiFlyoutHeader>
         <EuiTitle>
           <h2 data-test-subj="mlDataFrameAnalyticsFlyoutHeaderTitle">
@@ -59,6 +59,7 @@ export const CreateAnalyticsFlyout: FC<CreateAnalyticsFormProps> = ({
             disabled={!isValid || isModalButtonDisabled}
             onClick={createAnalyticsJob}
             fill
+            data-test-subj="mlAnalyticsCreateJobFlyoutCreateButton"
           >
             {i18n.translate('xpack.ml.dataframe.analytics.create.flyoutCreateButton', {
               defaultMessage: 'Create',
@@ -71,6 +72,7 @@ export const CreateAnalyticsFlyout: FC<CreateAnalyticsFormProps> = ({
             disabled={isModalButtonDisabled}
             onClick={startAnalyticsJob}
             fill
+            data-test-subj="mlAnalyticsCreateJobFlyoutStartButton"
           >
             {i18n.translate('xpack.ml.dataframe.analytics.create.flyoutStartButton', {
               defaultMessage: 'Start',
@@ -78,7 +80,11 @@ export const CreateAnalyticsFlyout: FC<CreateAnalyticsFormProps> = ({
           </EuiButton>
         )}
         {isJobCreated && isJobStarted && (
-          <EuiButton onClick={closeModal} fill>
+          <EuiButton
+            onClick={closeModal}
+            fill
+            data-test-subj="mlAnalyticsCreateJobFlyoutCloseButton"
+          >
             {i18n.translate('xpack.ml.dataframe.analytics.create.flyoutCloseButton', {
               defaultMessage: 'Close',
             })}
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/create_analytics_form.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/create_analytics_form.tsx
index 47af274424c44..7aa78eca941c4 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/create_analytics_form.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/create_analytics_form.tsx
@@ -243,6 +243,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
               )}
               checked={isAdvancedEditorEnabled}
               onChange={actions.switchToAdvancedEditor}
+              data-test-subj="mlAnalyticsCreateJobFlyoutAdvancedEditorSwitch"
             />
           </EuiFormRow>
           <EuiFormRow
@@ -296,6 +297,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
                 }
               )}
               isInvalid={(!jobIdEmpty && !jobIdValid) || jobIdExists}
+              data-test-subj="mlAnalyticsCreateJobFlyoutJobIdInput"
             />
           </EuiFormRow>
           <EuiFormRow
@@ -333,6 +335,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
                     setFormState({ sourceIndex: selectedOptions[0].label || '' })
                   }
                   isClearable={false}
+                  data-test-subj="mlAnalyticsCreateJobFlyoutSourceIndexSelect"
                 />
               )}
               {isJobCreated && (
@@ -399,6 +402,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
                 }
               )}
               isInvalid={!destinationIndexNameEmpty && !destinationIndexNameValid}
+              data-test-subj="mlAnalyticsCreateJobFlyoutDestinationIndexInput"
             />
           </EuiFormRow>
           {jobType === JOB_TYPES.REGRESSION && (
@@ -458,6 +462,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
                   }
                   isClearable={false}
                   isInvalid={dependentVariable === ''}
+                  data-test-subj="mlAnalyticsCreateJobFlyoutDependentVariableSelect"
                 />
               </EuiFormRow>
               <EuiFormRow
@@ -475,6 +480,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
                   value={trainingPercent}
                   // @ts-ignore Property 'value' does not exist on type 'EventTarget' | (EventTarget & HTMLInputElement)
                   onChange={e => setFormState({ trainingPercent: e.target.value })}
+                  data-test-subj="mlAnalyticsCreateJobFlyoutTrainingPercentSlider"
                 />
               </EuiFormRow>
             </Fragment>
@@ -495,6 +501,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
               value={modelMemoryLimit || ''}
               onChange={e => setFormState({ modelMemoryLimit: e.target.value })}
               isInvalid={modelMemoryLimit === ''}
+              data-test-subj="mlAnalyticsCreateJobFlyoutModelMemoryInput"
             />
           </EuiFormRow>
           <EuiFormRow
@@ -516,6 +523,7 @@ export const CreateAnalyticsForm: FC<CreateAnalyticsFormProps> = ({ actions, sta
               })}
               checked={createIndexPattern === true}
               onChange={() => setFormState({ createIndexPattern: !createIndexPattern })}
+              data-test-subj="mlAnalyticsCreateJobFlyoutCreateIndexPatternSwitch"
             />
           </EuiFormRow>
         </Fragment>
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/job_type.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/job_type.tsx
index 0c5f4d205e7fd..2b25d51ac2091 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/job_type.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/create_analytics_form/job_type.tsx
@@ -57,6 +57,7 @@ export const JobType: FC<Props> = ({ type, setFormState }) => {
             const value = e.target.value as AnalyticsJobType;
             setFormState({ jobType: value });
           }}
+          data-test-subj="mlAnalyticsCreateJobFlyoutJobTypeSelect"
         />
       </EuiFormRow>
     </Fragment>
diff --git a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/refresh_analytics_list_button/refresh_analytics_list_button.tsx b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/refresh_analytics_list_button/refresh_analytics_list_button.tsx
index 6707dadc04a69..f54cc4621eccf 100644
--- a/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/refresh_analytics_list_button/refresh_analytics_list_button.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/refresh_analytics_list_button/refresh_analytics_list_button.tsx
@@ -15,7 +15,7 @@ export const RefreshAnalyticsListButton: FC = () => {
   const { refresh } = useRefreshAnalyticsList({ isLoading: setIsLoading });
   return (
     <EuiButtonEmpty
-      data-test-subj="mlRefreshAnalyticsListButton"
+      data-test-subj="mlAnalyticsRefreshListButton"
       onClick={refresh}
       isLoading={isLoading}
     >
diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/index.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/index.ts
new file mode 100644
index 0000000000000..dd8de77e6d5d0
--- /dev/null
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/index.ts
@@ -0,0 +1,15 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+import { FtrProviderContext } from '../../../ftr_provider_context';
+
+export default function({ loadTestFile }: FtrProviderContext) {
+  describe('data frame analytics', function() {
+    this.tags(['mlqa', 'skipFirefox']);
+
+    loadTestFile(require.resolve('./outlier_detection_creation'));
+    loadTestFile(require.resolve('./regression_creation'));
+  });
+}
diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
new file mode 100644
index 0000000000000..3f77838cb372c
--- /dev/null
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
@@ -0,0 +1,158 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+import expect from '@kbn/expect';
+
+import { FtrProviderContext } from '../../../ftr_provider_context';
+
+export default function({ getService }: FtrProviderContext) {
+  const esArchiver = getService('esArchiver');
+  const ml = getService('ml');
+
+  describe('outlier detection creation', function() {
+    this.tags(['smoke']);
+    before(async () => {
+      await esArchiver.load('ml/ihp_outlier');
+    });
+
+    after(async () => {
+      await ml.api.cleanMlIndices();
+      await esArchiver.unload('ml/ihp_outlier');
+    });
+
+    const testDataList = [
+      {
+        suiteTitle: 'batch transform with terms+date_histogram groups and avg agg',
+        jobType: 'outlier_detection',
+        jobId: `ihp_1_${Date.now()}`,
+        source: 'ihp_outlier',
+        get destinationIndex(): string {
+          return `dest_${this.jobId}`;
+        },
+        modelMemory: '55mb',
+        createIndexPattern: true,
+        expected: {
+          row: {
+            type: 'outlier_detection',
+            status: 'stopped',
+            progress: '100',
+          },
+        },
+      },
+    ];
+
+    for (const testData of testDataList) {
+      describe(`${testData.suiteTitle}`, function() {
+        after(async () => {
+          await ml.api.deleteIndices(testData.destinationIndex);
+        });
+
+        it('loads the data frame analytics page', async () => {
+          await ml.navigation.navigateToMl();
+          await ml.navigation.navigateToDataFrameAnalytics();
+        });
+
+        it('loads the job creation flyout', async () => {
+          await ml.dataFrameAnalytics.startAnalyticsCreation();
+        });
+
+        it('selects the job type', async () => {
+          await ml.dataFrameAnalyticsCreation.assertJobTypeSelectExists();
+          await ml.dataFrameAnalyticsCreation.selectJobType(testData.jobType);
+        });
+
+        it('does not display the dependent variable input', async () => {
+          await ml.dataFrameAnalyticsCreation.assertDependentVariableInputMissing();
+        });
+
+        it('does not display the training percent input', async () => {
+          await ml.dataFrameAnalyticsCreation.assertTrainingPercentInputMissing();
+        });
+
+        it('inputs the job id', async () => {
+          await ml.dataFrameAnalyticsCreation.assertJobIdInputExists();
+          await ml.dataFrameAnalyticsCreation.setJobId(testData.jobId);
+        });
+
+        it('selects the source index', async () => {
+          await ml.dataFrameAnalyticsCreation.assertSourceIndexInputExists();
+          await ml.dataFrameAnalyticsCreation.selectSourceIndex(testData.source);
+        });
+
+        it('inputs the destination index', async () => {
+          await ml.dataFrameAnalyticsCreation.assertDestIndexInputExists();
+          await ml.dataFrameAnalyticsCreation.setDestIndex(testData.destinationIndex);
+        });
+
+        it('inputs the model memory limit', async () => {
+          await ml.dataFrameAnalyticsCreation.assertModelMemoryInputExists();
+          await ml.dataFrameAnalyticsCreation.setModelMemory(testData.modelMemory);
+        });
+
+        it('sets the create index pattern switch', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCreateIndexPatternSwitchExists();
+          await ml.dataFrameAnalyticsCreation.setCreateIndexPatternSwitchState(
+            testData.createIndexPattern
+          );
+        });
+
+        it('creates the analytics job', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCreateButtonExists();
+          await ml.dataFrameAnalyticsCreation.createAnalyticsJob();
+        });
+
+        it('starts the analytics job', async () => {
+          await ml.dataFrameAnalyticsCreation.assertStartButtonExists();
+          await ml.dataFrameAnalyticsCreation.startAnalyticsJob();
+        });
+
+        it('closes the create job flyout', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCloseButtonExists();
+          await ml.dataFrameAnalyticsCreation.closeCreateAnalyticsJobFlyout();
+        });
+
+        it('finishes analytics processing', async () => {
+          await ml.dataFrameAnalytics.waitForAnalyticsCompletion(testData.jobId);
+        });
+
+        it('displays the analytics table', async () => {
+          await ml.dataFrameAnalytics.assertAnalyticsTableExists();
+        });
+
+        it('displays the stats bar', async () => {
+          await ml.dataFrameAnalytics.assertAnalyticsStatsBarExists();
+        });
+
+        it('displays the created job in the analytics table', async () => {
+          await ml.dataFrameAnalyticsTable.refreshAnalyticsTable();
+          // TODO: re-enable filtering as soon as the filter bug ##51891 is fixed
+          // await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
+          const rows = await ml.dataFrameAnalyticsTable.parseAnalyticsTable();
+          const filteredRows = rows.filter(row => row.id === testData.jobId);
+          expect(filteredRows).to.have.length(
+            1,
+            `Filtered analytics table should have 1 row for job id '${testData.jobId}' (got matching items '${filteredRows}')`
+          );
+        });
+
+        it('displays details for the created job in the analytics table', async () => {
+          await ml.dataFrameAnalyticsTable.assertAnalyticsRowFields(testData.jobId, {
+            id: testData.jobId,
+            sourceIndex: testData.source,
+            destinationIndex: testData.destinationIndex,
+            type: testData.expected.row.type,
+            status: testData.expected.row.status,
+            progress: testData.expected.row.progress,
+          });
+        });
+
+        it('creates the destination index and writes results to it', async () => {
+          await ml.api.assertIndicesExist(testData.destinationIndex);
+          await ml.api.assertIndicesNotEmpty(testData.destinationIndex);
+        });
+      });
+    }
+  });
+}
diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
new file mode 100644
index 0000000000000..12ea3ef83b954
--- /dev/null
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
@@ -0,0 +1,162 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+import expect from '@kbn/expect';
+
+import { FtrProviderContext } from '../../../ftr_provider_context';
+
+export default function({ getService }: FtrProviderContext) {
+  const esArchiver = getService('esArchiver');
+  const ml = getService('ml');
+
+  describe('outlier detection creation', function() {
+    this.tags(['smoke']);
+    before(async () => {
+      await esArchiver.load('ml/egs_regression');
+    });
+
+    after(async () => {
+      await ml.api.cleanMlIndices();
+      await esArchiver.unload('ml/ihp_outlier');
+    });
+
+    const testDataList = [
+      {
+        suiteTitle: 'electrical grid stability',
+        jobType: 'regression',
+        jobId: `egs_1_${Date.now()}`,
+        source: 'egs_regression',
+        get destinationIndex(): string {
+          return `dest_${this.jobId}`;
+        },
+        dependentVariable: 'stab',
+        trainingPercent: '20',
+        modelMemory: '105mb',
+        createIndexPattern: true,
+        expected: {
+          row: {
+            type: 'regression',
+            status: 'stopped',
+            progress: '100',
+          },
+        },
+      },
+    ];
+
+    for (const testData of testDataList) {
+      describe(`${testData.suiteTitle}`, function() {
+        after(async () => {
+          await ml.api.deleteIndices(testData.destinationIndex);
+        });
+
+        it('loads the data frame analytics page', async () => {
+          await ml.navigation.navigateToMl();
+          await ml.navigation.navigateToDataFrameAnalytics();
+        });
+
+        it('loads the job creation flyout', async () => {
+          await ml.dataFrameAnalytics.startAnalyticsCreation();
+        });
+
+        it('selects the job type', async () => {
+          await ml.dataFrameAnalyticsCreation.assertJobTypeSelectExists();
+          await ml.dataFrameAnalyticsCreation.selectJobType(testData.jobType);
+        });
+
+        it('inputs the job id', async () => {
+          await ml.dataFrameAnalyticsCreation.assertJobIdInputExists();
+          await ml.dataFrameAnalyticsCreation.setJobId(testData.jobId);
+        });
+
+        it('selects the source index', async () => {
+          await ml.dataFrameAnalyticsCreation.assertSourceIndexInputExists();
+          await ml.dataFrameAnalyticsCreation.selectSourceIndex(testData.source);
+        });
+
+        it('inputs the destination index', async () => {
+          await ml.dataFrameAnalyticsCreation.assertDestIndexInputExists();
+          await ml.dataFrameAnalyticsCreation.setDestIndex(testData.destinationIndex);
+        });
+
+        it('inputs the dependent variable', async () => {
+          await ml.dataFrameAnalyticsCreation.assertDependentVariableInputExists();
+          await ml.dataFrameAnalyticsCreation.selectDependentVariable(testData.dependentVariable);
+        });
+
+        it('inputs the training percent', async () => {
+          await ml.dataFrameAnalyticsCreation.assertTrainingPercentInputExists();
+          await ml.dataFrameAnalyticsCreation.setTrainingPercent(testData.trainingPercent);
+        });
+
+        it('inputs the model memory limit', async () => {
+          await ml.dataFrameAnalyticsCreation.assertModelMemoryInputExists();
+          await ml.dataFrameAnalyticsCreation.setModelMemory(testData.modelMemory);
+        });
+
+        it('sets the create index pattern switch', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCreateIndexPatternSwitchExists();
+          await ml.dataFrameAnalyticsCreation.setCreateIndexPatternSwitchState(
+            testData.createIndexPattern
+          );
+        });
+
+        it('creates the analytics job', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCreateButtonExists();
+          await ml.dataFrameAnalyticsCreation.createAnalyticsJob();
+        });
+
+        it('starts the analytics job', async () => {
+          await ml.dataFrameAnalyticsCreation.assertStartButtonExists();
+          await ml.dataFrameAnalyticsCreation.startAnalyticsJob();
+        });
+
+        it('closes the create job flyout', async () => {
+          await ml.dataFrameAnalyticsCreation.assertCloseButtonExists();
+          await ml.dataFrameAnalyticsCreation.closeCreateAnalyticsJobFlyout();
+        });
+
+        it('finishes analytics processing', async () => {
+          await ml.dataFrameAnalytics.waitForAnalyticsCompletion(testData.jobId);
+        });
+
+        it('displays the analytics table', async () => {
+          await ml.dataFrameAnalytics.assertAnalyticsTableExists();
+        });
+
+        it('displays the stats bar', async () => {
+          await ml.dataFrameAnalytics.assertAnalyticsStatsBarExists();
+        });
+
+        it('displays the created job in the analytics table', async () => {
+          await ml.dataFrameAnalyticsTable.refreshAnalyticsTable();
+          // TODO: re-enable filtering as soon as the filter bug ##51891 is fixed
+          // await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
+          const rows = await ml.dataFrameAnalyticsTable.parseAnalyticsTable();
+          const filteredRows = rows.filter(row => row.id === testData.jobId);
+          expect(filteredRows).to.have.length(
+            1,
+            `Filtered analytics table should have 1 row for job id '${testData.jobId}' (got matching items '${filteredRows}')`
+          );
+        });
+
+        it('displays details for the created job in the analytics table', async () => {
+          await ml.dataFrameAnalyticsTable.assertAnalyticsRowFields(testData.jobId, {
+            id: testData.jobId,
+            sourceIndex: testData.source,
+            destinationIndex: testData.destinationIndex,
+            type: testData.expected.row.type,
+            status: testData.expected.row.status,
+            progress: testData.expected.row.progress,
+          });
+        });
+
+        it('creates the destination index and writes results to it', async () => {
+          await ml.api.assertIndicesExist(testData.destinationIndex);
+          await ml.api.assertIndicesNotEmpty(testData.destinationIndex);
+        });
+      });
+    }
+  });
+}
diff --git a/x-pack/test/functional/apps/machine_learning/index.ts b/x-pack/test/functional/apps/machine_learning/index.ts
index f6a929bca6031..989f51f4bdde4 100644
--- a/x-pack/test/functional/apps/machine_learning/index.ts
+++ b/x-pack/test/functional/apps/machine_learning/index.ts
@@ -13,5 +13,6 @@ export default function({ loadTestFile }: FtrProviderContext) {
     loadTestFile(require.resolve('./pages'));
     loadTestFile(require.resolve('./anomaly_detection'));
     loadTestFile(require.resolve('./data_visualizer'));
+    loadTestFile(require.resolve('./data_frame_analytics'));
   });
 }
diff --git a/x-pack/test/functional/services/machine_learning/api.ts b/x-pack/test/functional/services/machine_learning/api.ts
index 2fc027a81ea8c..be65896950cfc 100644
--- a/x-pack/test/functional/services/machine_learning/api.ts
+++ b/x-pack/test/functional/services/machine_learning/api.ts
@@ -5,10 +5,10 @@
  */
 import expect from '@kbn/expect';
 
-import { isEmpty } from 'lodash';
 import { FtrProviderContext } from '../../ftr_provider_context';
 
 import { JOB_STATE, DATAFEED_STATE } from '../../../../legacy/plugins/ml/common/constants/states';
+import { DATA_FRAME_TASK_STATE } from '../../../../legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/common';
 
 export function MachineLearningAPIProvider({ getService }: FtrProviderContext) {
   const es = getService('legacyEs');
@@ -107,19 +107,20 @@ export function MachineLearningAPIProvider({ getService }: FtrProviderContext) {
 
     async deleteIndices(indices: string) {
       log.debug(`Deleting indices: '${indices}'...`);
+      if ((await es.indices.exists({ index: indices, allowNoIndices: false })) === false) {
+        log.debug(`Indices '${indices}' don't exist. Nothing to delete.`);
+        return;
+      }
+
       const deleteResponse = await es.indices.delete({
         index: indices,
       });
       expect(deleteResponse)
         .to.have.property('acknowledged')
-        .eql(true);
+        .eql(true, 'Response for delete request should be acknowledged');
 
       await retry.waitForWithTimeout(`'${indices}' indices to be deleted`, 30 * 1000, async () => {
-        const getRepsonse = await es.indices.get({
-          index: indices,
-        });
-
-        if (isEmpty(getRepsonse)) {
+        if ((await es.indices.exists({ index: indices, allowNoIndices: false })) === false) {
           return true;
         } else {
           throw new Error(`expected indices '${indices}' to be deleted`);
@@ -186,5 +187,65 @@ export function MachineLearningAPIProvider({ getService }: FtrProviderContext) {
         }
       );
     },
+
+    async getAnalyticsState(analyticsId: string): Promise<DATA_FRAME_TASK_STATE> {
+      log.debug(`Fetching analytics state for job ${analyticsId}`);
+      const analyticsStats = await esSupertest
+        .get(`/_ml/data_frame/analytics/${analyticsId}/_stats`)
+        .expect(200)
+        .then((res: any) => res.body);
+
+      expect(analyticsStats.data_frame_analytics).to.have.length(1);
+      const state: DATA_FRAME_TASK_STATE = analyticsStats.data_frame_analytics[0].state;
+
+      return state;
+    },
+
+    async waitForAnalyticsState(
+      analyticsId: string,
+      expectedAnalyticsState: DATA_FRAME_TASK_STATE
+    ) {
+      await retry.waitForWithTimeout(
+        `analytics state to be ${expectedAnalyticsState}`,
+        2 * 60 * 1000,
+        async () => {
+          const state = await this.getAnalyticsState(analyticsId);
+          if (state === expectedAnalyticsState) {
+            return true;
+          } else {
+            throw new Error(
+              `expected analytics state to be ${expectedAnalyticsState} but got ${state}`
+            );
+          }
+        }
+      );
+    },
+
+    async assertIndicesExist(indices: string) {
+      await retry.tryForTime(30 * 1000, async () => {
+        if ((await es.indices.exists({ index: indices, allowNoIndices: false })) === true) {
+          return true;
+        } else {
+          throw new Error(`indices '${indices}' should exist`);
+        }
+      });
+    },
+
+    async assertIndicesNotEmpty(indices: string) {
+      await retry.tryForTime(30 * 1000, async () => {
+        const response = await es.search({
+          index: indices,
+          body: {
+            size: 1,
+          },
+        });
+
+        if (response.hits.hits.length > 0) {
+          return true;
+        } else {
+          throw new Error(`indices '${indices}' should not be empty`);
+        }
+      });
+    },
   };
 }
diff --git a/x-pack/test/functional/services/machine_learning/data_frame_analytics.ts b/x-pack/test/functional/services/machine_learning/data_frame_analytics.ts
index fe7f16eea642d..163c3c60ffdab 100644
--- a/x-pack/test/functional/services/machine_learning/data_frame_analytics.ts
+++ b/x-pack/test/functional/services/machine_learning/data_frame_analytics.ts
@@ -3,15 +3,51 @@
  * or more contributor license agreements. Licensed under the Elastic License;
  * you may not use this file except in compliance with the Elastic License.
  */
+import { ProvidedType } from '@kbn/test/types/ftr';
 
 import { FtrProviderContext } from '../../ftr_provider_context';
+import { MachineLearningAPIProvider } from './api';
 
-export function MachineLearningDataFrameAnalyticsProvider({ getService }: FtrProviderContext) {
+import { DATA_FRAME_TASK_STATE } from '../../../../legacy/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/components/analytics_list/common';
+
+export function MachineLearningDataFrameAnalyticsProvider(
+  { getService }: FtrProviderContext,
+  mlApi: ProvidedType<typeof MachineLearningAPIProvider>
+) {
   const testSubjects = getService('testSubjects');
 
   return {
+    async assertAnalyticsListPageExists() {
+      await testSubjects.existOrFail('mlPageDataFrameAnalytics');
+    },
+
     async assertEmptyListMessageExists() {
       await testSubjects.existOrFail('mlNoDataFrameAnalyticsFound');
     },
+
+    async assertAnalyticsTableExists() {
+      await testSubjects.existOrFail('~mlAnalyticsTable');
+    },
+
+    async assertCreateNewAnalyticsButtonExists() {
+      await testSubjects.existOrFail('mlAnalyticsButtonCreate');
+    },
+
+    async assertAnalyticsStatsBarExists() {
+      await testSubjects.existOrFail('mlAnalyticsStatsBar');
+    },
+
+    async startAnalyticsCreation() {
+      if (await testSubjects.exists('mlNoDataFrameAnalyticsFound')) {
+        await testSubjects.click('mlAnalyticsCreateFirstButton');
+      } else {
+        await testSubjects.click('mlAnalyticsButtonCreate');
+      }
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyout');
+    },
+
+    async waitForAnalyticsCompletion(analyticsId: string) {
+      await mlApi.waitForAnalyticsState(analyticsId, DATA_FRAME_TASK_STATE.STOPPED);
+    },
   };
 }
diff --git a/x-pack/test/functional/services/machine_learning/data_frame_analytics_creation.ts b/x-pack/test/functional/services/machine_learning/data_frame_analytics_creation.ts
new file mode 100644
index 0000000000000..6531ca04f22b0
--- /dev/null
+++ b/x-pack/test/functional/services/machine_learning/data_frame_analytics_creation.ts
@@ -0,0 +1,307 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+import expect from '@kbn/expect';
+
+import { FtrProviderContext } from '../../ftr_provider_context';
+
+export function MachineLearningDataFrameAnalyticsCreationProvider({
+  getService,
+}: FtrProviderContext) {
+  const testSubjects = getService('testSubjects');
+  const comboBox = getService('comboBox');
+  const retry = getService('retry');
+  const browser = getService('browser');
+
+  return {
+    async assertJobTypeSelectExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutJobTypeSelect');
+    },
+
+    async assertJobTypeSelection(expectedSelection: string) {
+      const actualSelection = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutJobTypeSelect',
+        'value'
+      );
+      expect(actualSelection).to.eql(
+        expectedSelection,
+        `Job type selection should be '${expectedSelection}' (got '${actualSelection}')`
+      );
+    },
+
+    async selectJobType(jobType: string) {
+      await testSubjects.selectValue('mlAnalyticsCreateJobFlyoutJobTypeSelect', jobType);
+      await this.assertJobTypeSelection(jobType);
+    },
+
+    async assertAdvancedEditorSwitchExists() {
+      await testSubjects.existOrFail(`mlAnalyticsCreateJobFlyoutAdvancedEditorSwitch`, {
+        allowHidden: true,
+      });
+    },
+
+    async assertAdvancedEditorSwitchCheckState(expectedCheckState: boolean) {
+      const actualCheckState =
+        (await testSubjects.getAttribute(
+          'mlAnalyticsCreateJobFlyoutAdvancedEditorSwitch',
+          'aria-checked'
+        )) === 'true';
+      expect(actualCheckState).to.eql(
+        expectedCheckState,
+        `Advanced editor switch check state should be ${expectedCheckState} (got ${actualCheckState})`
+      );
+    },
+
+    async assertJobIdInputExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutJobIdInput');
+    },
+
+    async assertJobIdValue(expectedValue: string) {
+      const actualJobId = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutJobIdInput',
+        'value'
+      );
+      expect(actualJobId).to.eql(
+        expectedValue,
+        `Job id should be '${expectedValue}' (got '${actualJobId}')`
+      );
+    },
+
+    async setJobId(jobId: string) {
+      await testSubjects.setValue('mlAnalyticsCreateJobFlyoutJobIdInput', jobId, {
+        clearWithKeyboard: true,
+      });
+      await this.assertJobIdValue(jobId);
+    },
+
+    async assertSourceIndexInputExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput');
+    },
+
+    async assertSourceIndexSelection(expectedSelection: string[]) {
+      const actualSelection = await comboBox.getComboBoxSelectedOptions(
+        'mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput'
+      );
+      expect(actualSelection).to.eql(
+        expectedSelection,
+        `Source index should be '${expectedSelection}' (got '${actualSelection}')`
+      );
+    },
+
+    async selectSourceIndex(sourceIndex: string) {
+      await comboBox.set(
+        'mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput',
+        sourceIndex
+      );
+      await this.assertSourceIndexSelection([sourceIndex]);
+    },
+
+    async assertDestIndexInputExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutDestinationIndexInput');
+    },
+
+    async assertDestIndexValue(expectedValue: string) {
+      const actualDestIndex = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutDestinationIndexInput',
+        'value'
+      );
+      expect(actualDestIndex).to.eql(
+        expectedValue,
+        `Destination index should be '${expectedValue}' (got '${actualDestIndex}')`
+      );
+    },
+
+    async setDestIndex(destIndex: string) {
+      await testSubjects.setValue('mlAnalyticsCreateJobFlyoutDestinationIndexInput', destIndex, {
+        clearWithKeyboard: true,
+      });
+      await this.assertDestIndexValue(destIndex);
+    },
+
+    async assertDependentVariableInputExists() {
+      await testSubjects.existOrFail(
+        'mlAnalyticsCreateJobFlyoutDependentVariableSelect > comboBoxInput'
+      );
+    },
+
+    async assertDependentVariableInputMissing() {
+      await testSubjects.missingOrFail(
+        'mlAnalyticsCreateJobFlyoutDependentVariableSelect > comboBoxInput'
+      );
+    },
+
+    async assertDependentVariableSelection(expectedSelection: string[]) {
+      const actualSelection = await comboBox.getComboBoxSelectedOptions(
+        'mlAnalyticsCreateJobFlyoutDependentVariableSelect > comboBoxInput'
+      );
+      expect(actualSelection).to.eql(
+        expectedSelection,
+        `Dependent variable should be '${expectedSelection}' (got '${actualSelection}')`
+      );
+    },
+
+    async selectDependentVariable(dependentVariable: string) {
+      await comboBox.set(
+        'mlAnalyticsCreateJobFlyoutDependentVariableSelect > comboBoxInput',
+        dependentVariable
+      );
+      await this.assertDependentVariableSelection([dependentVariable]);
+    },
+
+    async assertTrainingPercentInputExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutTrainingPercentSlider');
+    },
+
+    async assertTrainingPercentInputMissing() {
+      await testSubjects.missingOrFail('mlAnalyticsCreateJobFlyoutTrainingPercentSlider');
+    },
+
+    async assertTrainingPercentValue(expectedValue: string) {
+      const actualTrainingPercent = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutTrainingPercentSlider',
+        'value'
+      );
+      expect(actualTrainingPercent).to.eql(
+        expectedValue,
+        `Training percent should be '${expectedValue}' (got '${actualTrainingPercent}')`
+      );
+    },
+
+    async setTrainingPercent(trainingPercent: string) {
+      const slider = await testSubjects.find('mlAnalyticsCreateJobFlyoutTrainingPercentSlider');
+
+      let currentValue = await slider.getAttribute('value');
+      let currentDiff = +currentValue - +trainingPercent;
+
+      await retry.tryForTime(60 * 1000, async () => {
+        if (currentDiff === 0) {
+          return true;
+        } else {
+          if (currentDiff > 0) {
+            if (Math.abs(currentDiff) >= 10) {
+              slider.type(browser.keys.PAGE_DOWN);
+            } else {
+              slider.type(browser.keys.ARROW_LEFT);
+            }
+          } else {
+            if (Math.abs(currentDiff) >= 10) {
+              slider.type(browser.keys.PAGE_UP);
+            } else {
+              slider.type(browser.keys.ARROW_RIGHT);
+            }
+          }
+          await retry.tryForTime(1000, async () => {
+            const newValue = await slider.getAttribute('value');
+            if (newValue !== currentValue) {
+              currentValue = newValue;
+              currentDiff = +currentValue - +trainingPercent;
+              return true;
+            } else {
+              throw new Error(`slider value should have changed, but is still ${currentValue}`);
+            }
+          });
+
+          throw new Error(`slider value should be '${trainingPercent}' (got '${currentValue}')`);
+        }
+      });
+
+      await this.assertTrainingPercentValue(trainingPercent);
+    },
+
+    async assertModelMemoryInputExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutModelMemoryInput');
+    },
+
+    async assertModelMemoryValue(expectedValue: string) {
+      const actualModelMemory = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutModelMemoryInput',
+        'value'
+      );
+      expect(actualModelMemory).to.eql(
+        expectedValue,
+        `Model memory limit should be '${expectedValue}' (got '${actualModelMemory}')`
+      );
+    },
+
+    async setModelMemory(modelMemory: string) {
+      await testSubjects.setValue('mlAnalyticsCreateJobFlyoutModelMemoryInput', modelMemory, {
+        clearWithKeyboard: true,
+      });
+      await this.assertModelMemoryValue(modelMemory);
+    },
+
+    async assertCreateIndexPatternSwitchExists() {
+      await testSubjects.existOrFail(`mlAnalyticsCreateJobFlyoutCreateIndexPatternSwitch`, {
+        allowHidden: true,
+      });
+    },
+
+    async getCreateIndexPatternSwitchCheckState(): Promise<boolean> {
+      const state = await testSubjects.getAttribute(
+        'mlAnalyticsCreateJobFlyoutCreateIndexPatternSwitch',
+        'aria-checked'
+      );
+      return state === 'true';
+    },
+
+    async assertCreateIndexPatternSwitchCheckState(expectedCheckState: boolean) {
+      const actualCheckState = await this.getCreateIndexPatternSwitchCheckState();
+      expect(actualCheckState).to.eql(
+        expectedCheckState,
+        `Create index pattern switch check state should be ${expectedCheckState} (got ${actualCheckState})`
+      );
+    },
+
+    async setCreateIndexPatternSwitchState(checkState: boolean) {
+      if ((await this.getCreateIndexPatternSwitchCheckState()) !== checkState) {
+        await testSubjects.click('mlAnalyticsCreateJobFlyoutCreateIndexPatternSwitch');
+      }
+      await this.assertCreateIndexPatternSwitchCheckState(checkState);
+    },
+
+    async assertCreateButtonExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutCreateButton');
+    },
+
+    async assertCreateButtonMissing() {
+      await testSubjects.missingOrFail('mlAnalyticsCreateJobFlyoutCreateButton');
+    },
+
+    async createAnalyticsJob() {
+      await testSubjects.click('mlAnalyticsCreateJobFlyoutCreateButton');
+      await retry.tryForTime(5000, async () => {
+        await this.assertCreateButtonMissing();
+        await this.assertStartButtonExists();
+      });
+    },
+
+    async assertStartButtonExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutStartButton');
+    },
+
+    async assertStartButtonMissing() {
+      await testSubjects.missingOrFail('mlAnalyticsCreateJobFlyoutStartButton');
+    },
+
+    async startAnalyticsJob() {
+      await testSubjects.click('mlAnalyticsCreateJobFlyoutStartButton');
+      await retry.tryForTime(5000, async () => {
+        await this.assertStartButtonMissing();
+        await this.assertCloseButtonExists();
+      });
+    },
+
+    async assertCloseButtonExists() {
+      await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutCloseButton');
+    },
+
+    async closeCreateAnalyticsJobFlyout() {
+      await testSubjects.click('mlAnalyticsCreateJobFlyoutCloseButton');
+      await retry.tryForTime(5000, async () => {
+        await testSubjects.missingOrFail('mlAnalyticsCreateJobFlyout');
+      });
+    },
+  };
+}
diff --git a/x-pack/test/functional/services/machine_learning/data_frame_analytics_table.ts b/x-pack/test/functional/services/machine_learning/data_frame_analytics_table.ts
new file mode 100644
index 0000000000000..17a7cfd4775eb
--- /dev/null
+++ b/x-pack/test/functional/services/machine_learning/data_frame_analytics_table.ts
@@ -0,0 +1,97 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+import expect from '@kbn/expect';
+
+import { WebElementWrapper } from 'test/functional/services/lib/web_element_wrapper';
+import { FtrProviderContext } from '../../ftr_provider_context';
+
+export function MachineLearningDataFrameAnalyticsTableProvider({ getService }: FtrProviderContext) {
+  const testSubjects = getService('testSubjects');
+
+  return new (class AnalyticsTable {
+    public async parseAnalyticsTable() {
+      const table = await testSubjects.find('~mlAnalyticsTable');
+      const $ = await table.parseDomContent();
+      const rows = [];
+
+      for (const tr of $.findTestSubjects('~mlAnalyticsTableRow').toArray()) {
+        const $tr = $(tr);
+
+        rows.push({
+          id: $tr
+            .findTestSubject('mlAnalyticsTableColumnId')
+            .find('.euiTableCellContent')
+            .text()
+            .trim(),
+          sourceIndex: $tr
+            .findTestSubject('mlAnalyticsTableColumnSourceIndex')
+            .find('.euiTableCellContent')
+            .text()
+            .trim(),
+          destinationIndex: $tr
+            .findTestSubject('mlAnalyticsTableColumnDestIndex')
+            .find('.euiTableCellContent')
+            .text()
+            .trim(),
+          type: $tr
+            .findTestSubject('mlAnalyticsTableColumnType')
+            .find('.euiTableCellContent')
+            .text()
+            .trim(),
+          status: $tr
+            .findTestSubject('mlAnalyticsTableColumnStatus')
+            .find('.euiTableCellContent')
+            .text()
+            .trim(),
+          progress: $tr
+            .findTestSubject('mlAnalyticsTableColumnProgress')
+            .findTestSubject('mlAnalyticsTableProgress')
+            .attr('value'),
+        });
+      }
+
+      return rows;
+    }
+
+    public async refreshAnalyticsTable() {
+      await testSubjects.click('mlAnalyticsRefreshListButton');
+      await this.waitForAnalyticsToLoad();
+    }
+
+    public async waitForAnalyticsToLoad() {
+      await testSubjects.existOrFail('~mlAnalyticsTable', { timeout: 60 * 1000 });
+      await testSubjects.existOrFail('mlAnalyticsTable loaded', { timeout: 30 * 1000 });
+    }
+
+    async getAnalyticsSearchInput(): Promise<WebElementWrapper> {
+      const tableListContainer = await testSubjects.find('mlAnalyticsTableContainer');
+      return await tableListContainer.findByClassName('euiFieldSearch');
+    }
+
+    async assertAnalyticsSearchInputValue(expectedSearchValue: string) {
+      const searchBarInput = await this.getAnalyticsSearchInput();
+      const actualSearchValue = await searchBarInput.getAttribute('value');
+      expect(actualSearchValue).to.eql(
+        expectedSearchValue,
+        `Analytics search input value should be '${expectedSearchValue}' (got '${actualSearchValue}')`
+      );
+    }
+
+    public async filterWithSearchString(filter: string) {
+      await this.waitForAnalyticsToLoad();
+      const searchBarInput = await this.getAnalyticsSearchInput();
+      await searchBarInput.clearValueWithKeyboard();
+      await searchBarInput.type(filter);
+      await this.assertAnalyticsSearchInputValue(filter);
+    }
+
+    public async assertAnalyticsRowFields(analyticsId: string, expectedRow: object) {
+      const rows = await this.parseAnalyticsTable();
+      const analyticsRow = rows.filter(row => row.id === analyticsId)[0];
+      expect(analyticsRow).to.eql(expectedRow);
+    }
+  })();
+}
diff --git a/x-pack/test/functional/services/machine_learning/index.ts b/x-pack/test/functional/services/machine_learning/index.ts
index f0ec101289362..c62b714f566e9 100644
--- a/x-pack/test/functional/services/machine_learning/index.ts
+++ b/x-pack/test/functional/services/machine_learning/index.ts
@@ -7,6 +7,8 @@
 export { MachineLearningAnomalyExplorerProvider } from './anomaly_explorer';
 export { MachineLearningAPIProvider } from './api';
 export { MachineLearningDataFrameAnalyticsProvider } from './data_frame_analytics';
+export { MachineLearningDataFrameAnalyticsCreationProvider } from './data_frame_analytics_creation';
+export { MachineLearningDataFrameAnalyticsTableProvider } from './data_frame_analytics_table';
 export { MachineLearningDataVisualizerProvider } from './data_visualizer';
 export { MachineLearningDataVisualizerIndexBasedProvider } from './data_visualizer_index_based';
 export { MachineLearningJobManagementProvider } from './job_management';
diff --git a/x-pack/test/functional/services/machine_learning/job_wizard_advanced.ts b/x-pack/test/functional/services/machine_learning/job_wizard_advanced.ts
index 3e7dacb23d61b..071ec512f4e48 100644
--- a/x-pack/test/functional/services/machine_learning/job_wizard_advanced.ts
+++ b/x-pack/test/functional/services/machine_learning/job_wizard_advanced.ts
@@ -7,10 +7,7 @@ import expect from '@kbn/expect';
 
 import { FtrProviderContext } from '../../ftr_provider_context';
 
-export function MachineLearningJobWizardAdvancedProvider({
-  getService,
-  getPageObjects,
-}: FtrProviderContext) {
+export function MachineLearningJobWizardAdvancedProvider({ getService }: FtrProviderContext) {
   const comboBox = getService('comboBox');
   const testSubjects = getService('testSubjects');
   const retry = getService('retry');
diff --git a/x-pack/test/functional/services/ml.ts b/x-pack/test/functional/services/ml.ts
index 5851d2b9b116c..86967dfd1e273 100644
--- a/x-pack/test/functional/services/ml.ts
+++ b/x-pack/test/functional/services/ml.ts
@@ -10,6 +10,8 @@ import {
   MachineLearningAnomalyExplorerProvider,
   MachineLearningAPIProvider,
   MachineLearningDataFrameAnalyticsProvider,
+  MachineLearningDataFrameAnalyticsCreationProvider,
+  MachineLearningDataFrameAnalyticsTableProvider,
   MachineLearningDataVisualizerProvider,
   MachineLearningDataVisualizerIndexBasedProvider,
   MachineLearningJobManagementProvider,
@@ -28,7 +30,9 @@ import {
 export function MachineLearningProvider(context: FtrProviderContext) {
   const anomalyExplorer = MachineLearningAnomalyExplorerProvider(context);
   const api = MachineLearningAPIProvider(context);
-  const dataFrameAnalytics = MachineLearningDataFrameAnalyticsProvider(context);
+  const dataFrameAnalytics = MachineLearningDataFrameAnalyticsProvider(context, api);
+  const dataFrameAnalyticsCreation = MachineLearningDataFrameAnalyticsCreationProvider(context);
+  const dataFrameAnalyticsTable = MachineLearningDataFrameAnalyticsTableProvider(context);
   const dataVisualizer = MachineLearningDataVisualizerProvider(context);
   const dataVisualizerIndexBased = MachineLearningDataVisualizerIndexBasedProvider(context);
   const jobManagement = MachineLearningJobManagementProvider(context, api);
@@ -47,6 +51,8 @@ export function MachineLearningProvider(context: FtrProviderContext) {
     anomalyExplorer,
     api,
     dataFrameAnalytics,
+    dataFrameAnalyticsCreation,
+    dataFrameAnalyticsTable,
     dataVisualizer,
     dataVisualizerIndexBased,
     jobManagement,

From 275967830757325eac51f2a2da912439d049636d Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Tue, 3 Dec 2019 10:11:27 +0100
Subject: [PATCH 3/6] Adjust outlier detection suite title

---
 .../data_frame_analytics/outlier_detection_creation.ts          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
index 3f77838cb372c..4929d6723c408 100644
--- a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
@@ -24,7 +24,7 @@ export default function({ getService }: FtrProviderContext) {
 
     const testDataList = [
       {
-        suiteTitle: 'batch transform with terms+date_histogram groups and avg agg',
+        suiteTitle: 'iowa house prices',
         jobType: 'outlier_detection',
         jobId: `ihp_1_${Date.now()}`,
         source: 'ihp_outlier',

From f7fd6d65d53ade65908eca0f713d5ad8199da96b Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Tue, 3 Dec 2019 10:24:15 +0100
Subject: [PATCH 4/6] Fix regression index cleanup

---
 .../data_frame_analytics/regression_creation.ts                 | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
index 12ea3ef83b954..34d10d2f7be5a 100644
--- a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
@@ -19,7 +19,7 @@ export default function({ getService }: FtrProviderContext) {
 
     after(async () => {
       await ml.api.cleanMlIndices();
-      await esArchiver.unload('ml/ihp_outlier');
+      await esArchiver.unload('ml/egs_regression');
     });
 
     const testDataList = [

From 41f0ffd4b33dac8d41a5d1a9d0fcde9247efdd10 Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Wed, 4 Dec 2019 14:09:17 +0100
Subject: [PATCH 5/6] Re-activate analytics list filtering

---
 .../data_frame_analytics/outlier_detection_creation.ts         | 3 +--
 .../data_frame_analytics/regression_creation.ts                | 3 +--
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
index 4929d6723c408..3e80a5782309f 100644
--- a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/outlier_detection_creation.ts
@@ -127,8 +127,7 @@ export default function({ getService }: FtrProviderContext) {
 
         it('displays the created job in the analytics table', async () => {
           await ml.dataFrameAnalyticsTable.refreshAnalyticsTable();
-          // TODO: re-enable filtering as soon as the filter bug ##51891 is fixed
-          // await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
+          await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
           const rows = await ml.dataFrameAnalyticsTable.parseAnalyticsTable();
           const filteredRows = rows.filter(row => row.id === testData.jobId);
           expect(filteredRows).to.have.length(
diff --git a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
index 34d10d2f7be5a..2de98c9b80240 100644
--- a/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
+++ b/x-pack/test/functional/apps/machine_learning/data_frame_analytics/regression_creation.ts
@@ -131,8 +131,7 @@ export default function({ getService }: FtrProviderContext) {
 
         it('displays the created job in the analytics table', async () => {
           await ml.dataFrameAnalyticsTable.refreshAnalyticsTable();
-          // TODO: re-enable filtering as soon as the filter bug ##51891 is fixed
-          // await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
+          await ml.dataFrameAnalyticsTable.filterWithSearchString(testData.jobId);
           const rows = await ml.dataFrameAnalyticsTable.parseAnalyticsTable();
           const filteredRows = rows.filter(row => row.id === testData.jobId);
           expect(filteredRows).to.have.length(

From f82b54fa5b7068e7a4e5862d3f1d51d9d03d4da6 Mon Sep 17 00:00:00 2001
From: Robert Oskamp <robert.oskamp@elastic.co>
Date: Wed, 4 Dec 2019 16:05:34 +0100
Subject: [PATCH 6/6] Add needed typings to x-pack/test

---
 x-pack/test/typings/encode_uri_query.d.ts | 11 ++++++++++
 x-pack/test/typings/rison_node.d.ts       | 26 +++++++++++++++++++++++
 2 files changed, 37 insertions(+)
 create mode 100644 x-pack/test/typings/encode_uri_query.d.ts
 create mode 100644 x-pack/test/typings/rison_node.d.ts

diff --git a/x-pack/test/typings/encode_uri_query.d.ts b/x-pack/test/typings/encode_uri_query.d.ts
new file mode 100644
index 0000000000000..e1ab5f4a70abf
--- /dev/null
+++ b/x-pack/test/typings/encode_uri_query.d.ts
@@ -0,0 +1,11 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+
+declare module 'encode-uri-query' {
+  function encodeUriQuery(query: string, usePercentageSpace?: boolean): string;
+  // eslint-disable-next-line import/no-default-export
+  export default encodeUriQuery;
+}
diff --git a/x-pack/test/typings/rison_node.d.ts b/x-pack/test/typings/rison_node.d.ts
new file mode 100644
index 0000000000000..ec8e5c1f407ad
--- /dev/null
+++ b/x-pack/test/typings/rison_node.d.ts
@@ -0,0 +1,26 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License;
+ * you may not use this file except in compliance with the Elastic License.
+ */
+
+declare module 'rison-node' {
+  export type RisonValue = null | boolean | number | string | RisonObject | RisonArray;
+
+  // eslint-disable-next-line @typescript-eslint/no-empty-interface
+  export interface RisonArray extends Array<RisonValue> {}
+
+  export interface RisonObject {
+    [key: string]: RisonValue;
+  }
+
+  export const decode: (input: string) => RisonValue;
+
+  // eslint-disable-next-line @typescript-eslint/camelcase
+  export const decode_object: (input: string) => RisonObject;
+
+  export const encode: <Input extends RisonValue>(input: Input) => string;
+
+  // eslint-disable-next-line @typescript-eslint/camelcase
+  export const encode_object: <Input extends RisonObject>(input: Input) => string;
+}