diff --git a/dataset/imaging/howtogalaxy/data.fits b/dataset/imaging/howtogalaxy/data.fits
deleted file mode 100644
index 7240c22..0000000
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diff --git a/dataset/imaging/howtogalaxy/noise_map.fits b/dataset/imaging/howtogalaxy/noise_map.fits
deleted file mode 100644
index 70e40d9..0000000
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diff --git a/dataset/imaging/howtogalaxy/psf.fits b/dataset/imaging/howtogalaxy/psf.fits
deleted file mode 100644
index 3d342ef..0000000
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diff --git a/dataset/imaging/sersic_x2/array.png b/dataset/imaging/sersic_x2/array.png
deleted file mode 100644
index f00e5f5..0000000
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diff --git a/dataset/imaging/sersic_x2/data.fits b/dataset/imaging/sersic_x2/data.fits
deleted file mode 100644
index 107a2dc..0000000
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diff --git a/dataset/imaging/sersic_x2/dataset.png b/dataset/imaging/sersic_x2/dataset.png
deleted file mode 100644
index 2172709..0000000
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diff --git a/dataset/imaging/sersic_x2/galaxies.json b/dataset/imaging/sersic_x2/galaxies.json
deleted file mode 100644
index e6987ff..0000000
--- a/dataset/imaging/sersic_x2/galaxies.json
+++ /dev/null
@@ -1,67 +0,0 @@
-{
-    "type": "list",
-    "values": [
-        {
-            "type": "instance",
-            "class_path": "autogalaxy.galaxy.galaxy.Galaxy",
-            "arguments": {
-                "redshift": 0.5,
-                "label": null,
-                "bulge": {
-                    "type": "instance",
-                    "class_path": "autogalaxy.profiles.light.standard.sersic.Sersic",
-                    "arguments": {
-                        "effective_radius": 0.8,
-                        "ell_comps": {
-                            "type": "tuple",
-                            "values": [
-                                0.25,
-                                0.1
-                            ]
-                        },
-                        "sersic_index": 2.5,
-                        "centre": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                -1.0
-                            ]
-                        },
-                        "intensity": 0.1
-                    }
-                }
-            }
-        },
-        {
-            "type": "instance",
-            "class_path": "autogalaxy.galaxy.galaxy.Galaxy",
-            "arguments": {
-                "redshift": 0.5,
-                "label": null,
-                "bulge": {
-                    "type": "instance",
-                    "class_path": "autogalaxy.profiles.light.standard.sersic.Sersic",
-                    "arguments": {
-                        "effective_radius": 0.6,
-                        "ell_comps": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                0.1
-                            ]
-                        },
-                        "sersic_index": 3.0,
-                        "centre": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                1.0
-                            ]
-                        },
-                        "intensity": 0.1
-                    }
-                }
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/dataset/imaging/sersic_x2/galaxies.png b/dataset/imaging/sersic_x2/galaxies.png
deleted file mode 100644
index 477c05f..0000000
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diff --git a/dataset/imaging/sersic_x2/noise_map.fits b/dataset/imaging/sersic_x2/noise_map.fits
deleted file mode 100644
index 4150e05..0000000
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diff --git a/dataset/imaging/sersic_x2/psf.fits b/dataset/imaging/sersic_x2/psf.fits
deleted file mode 100644
index 940efcd..0000000
Binary files a/dataset/imaging/sersic_x2/psf.fits and /dev/null differ
diff --git a/dataset/imaging/simple/array.png b/dataset/imaging/simple/array.png
deleted file mode 100644
index 83fff51..0000000
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diff --git a/dataset/imaging/simple/data.fits b/dataset/imaging/simple/data.fits
deleted file mode 100644
index a80f0dc..0000000
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diff --git a/dataset/imaging/simple/dataset.png b/dataset/imaging/simple/dataset.png
deleted file mode 100644
index 77a92bf..0000000
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diff --git a/dataset/imaging/simple/galaxies.json b/dataset/imaging/simple/galaxies.json
deleted file mode 100644
index 0cbfddc..0000000
--- a/dataset/imaging/simple/galaxies.json
+++ /dev/null
@@ -1,58 +0,0 @@
-{
-    "type": "list",
-    "values": [
-        {
-            "type": "instance",
-            "class_path": "autogalaxy.galaxy.galaxy.Galaxy",
-            "arguments": {
-                "label": null,
-                "redshift": 0.5,
-                "bulge": {
-                    "type": "instance",
-                    "class_path": "autogalaxy.profiles.light.standard.sersic.Sersic",
-                    "arguments": {
-                        "ell_comps": {
-                            "type": "tuple",
-                            "values": [
-                                0.05263157894736841,
-                                3.2227547345982974e-18
-                            ]
-                        },
-                        "effective_radius": 0.6,
-                        "centre": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                0.0
-                            ]
-                        },
-                        "intensity": 1.0,
-                        "sersic_index": 3.0
-                    }
-                },
-                "disk": {
-                    "type": "instance",
-                    "class_path": "autogalaxy.profiles.light.standard.exponential.Exponential",
-                    "arguments": {
-                        "centre": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                0.0
-                            ]
-                        },
-                        "ell_comps": {
-                            "type": "tuple",
-                            "values": [
-                                0.152828012432548,
-                                0.08823529411764709
-                            ]
-                        },
-                        "intensity": 0.5,
-                        "effective_radius": 1.6
-                    }
-                }
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/dataset/imaging/simple/galaxies.png b/dataset/imaging/simple/galaxies.png
deleted file mode 100644
index a08148d..0000000
Binary files a/dataset/imaging/simple/galaxies.png and /dev/null differ
diff --git a/dataset/imaging/simple/noise_map.fits b/dataset/imaging/simple/noise_map.fits
deleted file mode 100644
index 319abe5..0000000
Binary files a/dataset/imaging/simple/noise_map.fits and /dev/null differ
diff --git a/dataset/imaging/simple/psf.fits b/dataset/imaging/simple/psf.fits
deleted file mode 100644
index 940efcd..0000000
Binary files a/dataset/imaging/simple/psf.fits and /dev/null differ
diff --git a/dataset/imaging/simple__sersic/data.fits b/dataset/imaging/simple__sersic/data.fits
deleted file mode 100644
index f3e09d4..0000000
Binary files a/dataset/imaging/simple__sersic/data.fits and /dev/null differ
diff --git a/dataset/imaging/simple__sersic/galaxies.json b/dataset/imaging/simple__sersic/galaxies.json
deleted file mode 100644
index 6aa5e57..0000000
--- a/dataset/imaging/simple__sersic/galaxies.json
+++ /dev/null
@@ -1,36 +0,0 @@
-{
-    "type": "list",
-    "values": [
-        {
-            "type": "instance",
-            "class_path": "autogalaxy.galaxy.galaxy.Galaxy",
-            "arguments": {
-                "label": null,
-                "redshift": 0.5,
-                "bulge": {
-                    "type": "instance",
-                    "class_path": "autogalaxy.profiles.light.standard.sersic.Sersic",
-                    "arguments": {
-                        "sersic_index": 4.0,
-                        "intensity": 1.0,
-                        "ell_comps": {
-                            "type": "tuple",
-                            "values": [
-                                0.05263157894736841,
-                                3.2227547345982974e-18
-                            ]
-                        },
-                        "centre": {
-                            "type": "tuple",
-                            "values": [
-                                0.0,
-                                0.0
-                            ]
-                        },
-                        "effective_radius": 0.8
-                    }
-                }
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/dataset/imaging/simple__sersic/noise_map.fits b/dataset/imaging/simple__sersic/noise_map.fits
deleted file mode 100644
index d907b51..0000000
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diff --git a/dataset/imaging/simple__sersic/psf.fits b/dataset/imaging/simple__sersic/psf.fits
deleted file mode 100644
index 3d342ef..0000000
Binary files a/dataset/imaging/simple__sersic/psf.fits and /dev/null differ