diff --git a/docs/notebooks/classy_szfast_hz.ipynb b/docs/notebooks/classy_szfast_hz.ipynb
index 851285f0..74e5d221 100644
--- a/docs/notebooks/classy_szfast_hz.ipynb
+++ b/docs/notebooks/classy_szfast_hz.ipynb
@@ -13,20 +13,7 @@
    "execution_count": 1,
    "id": "f764a698-d3ad-4991-8ca4-f8ba72b05734",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PATH_TO_CLASS_SZ_DATA not set.\n",
-      "Defaulting to: /Users/boris/class_sz_data_directory\n",
-      "Found class_sz_data_directory directory with all repositories at: /Users/boris/class_sz_data_directory\n",
-      "PATH_TO_CLASS_SZ_DATA is not correctly set. Setting it now...\n",
-      "PATH_TO_CLASS_SZ_DATA is set to /Users/boris/class_sz_data_directory\n",
-      "Required directories already exist. Skipping download.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import matplotlib\n",
@@ -70,8 +57,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 55 µs, sys: 118 µs, total: 173 µs\n",
-      "Wall time: 638 µs\n"
+      "CPU times: user 985 µs, sys: 825 µs, total: 1.81 ms\n",
+      "Wall time: 2.96 ms\n"
      ]
     },
     {
@@ -105,8 +92,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 182 ms, sys: 12.1 ms, total: 194 ms\n",
-      "Wall time: 35.2 ms\n"
+      "CPU times: user 194 ms, sys: 46.6 ms, total: 240 ms\n",
+      "Wall time: 47.3 ms\n"
      ]
     }
    ],
@@ -197,7 +184,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x3501ea6a0>"
+       "<matplotlib.legend.Legend at 0x34e96d730>"
       ]
      },
      "execution_count": 8,
@@ -268,8 +255,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The slowest run took 4.68 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
-      "19.6 ms ± 8.12 ms per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "21.9 ms ± 4.43 ms per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -287,7 +273,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "8.32 ms ± 314 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "8.73 ms ± 375 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -327,7 +313,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "6.89 ms ± 408 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "6.88 ms ± 309 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -367,7 +353,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "6.34 ms ± 591 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "6.04 ms ± 425 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -449,7 +435,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "6.51 ms ± 639 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "7.19 ms ± 1.19 ms per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -467,21 +453,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 19,
    "id": "ae29c108-cde9-4f4d-999d-03437e1fb331",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Using PATH_TO_CLASS_SZ_DATA: /Users/boris/class_sz_data_directory\n",
-      "Found class_sz_data_directory directory with all repositories at: /Users/boris/class_sz_data_directory\n",
-      "PATH_TO_CLASS_SZ_DATA is already correctly set.\n",
-      "Required directories already exist. Skipping download.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from classy_sz import Class as Class_sz\n",
     "import numpy as np\n",
@@ -504,7 +479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 20,
    "id": "31fcca2c-5912-419a-9d01-b4d1c9de6880",
    "metadata": {},
    "outputs": [
@@ -512,8 +487,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 62.7 ms, sys: 4.78 ms, total: 67.5 ms\n",
-      "Wall time: 71.9 ms\n"
+      "CPU times: user 61.6 ms, sys: 7.93 ms, total: 69.6 ms\n",
+      "Wall time: 77.9 ms\n"
      ]
     }
    ],
@@ -530,7 +505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 21,
    "id": "d13efee6-eec1-436a-8af9-caa2a34e7839",
    "metadata": {},
    "outputs": [
@@ -540,7 +515,7 @@
        "0.00040234621947652185"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -551,7 +526,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 22,
    "id": "e89ffa9e-0cb7-4022-8dba-6b8019755cc5",
    "metadata": {},
    "outputs": [
@@ -559,7 +534,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "477 µs ± 159 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
+      "505 µs ± 206 µs per loop (mean ± std. dev. of 7 runs, 40 loops each)\n"
      ]
     }
    ],
@@ -570,7 +545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 23,
    "id": "8fbd0948-57fe-4f29-aeaa-5c504832c94a",
    "metadata": {},
    "outputs": [
@@ -580,7 +555,7 @@
        "0.00022568946681106967"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -599,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 24,
    "id": "424c28d7-b9b0-4e9b-9cc9-73e582039cf5",
    "metadata": {},
    "outputs": [],
@@ -620,7 +595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 25,
    "id": "da874626-5ba1-4bc2-bd2f-14fa660affbc",
    "metadata": {},
    "outputs": [
@@ -628,8 +603,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 697 µs, sys: 1.54 ms, total: 2.24 ms\n",
-      "Wall time: 3.87 ms\n"
+      "CPU times: user 970 µs, sys: 1.51 ms, total: 2.48 ms\n",
+      "Wall time: 7.52 ms\n"
      ]
     },
     {
@@ -638,7 +613,7 @@
        "True"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -656,7 +631,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 26,
    "id": "65ec730f-d0a3-4881-a89e-66f495eee8de",
    "metadata": {},
    "outputs": [
@@ -664,8 +639,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 178 ms, sys: 24.4 ms, total: 202 ms\n",
-      "Wall time: 70.6 ms\n"
+      "CPU times: user 782 ms, sys: 1.31 s, total: 2.09 s\n",
+      "Wall time: 660 ms\n"
      ]
     }
    ],
@@ -676,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 27,
    "id": "9654a5d7-01de-4c04-bc17-0fbf53dab8d2",
    "metadata": {},
    "outputs": [
@@ -686,7 +661,7 @@
        "Array(0.00040237, dtype=float64)"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -698,7 +673,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 28,
    "id": "65f87adc-7e97-4de1-acd0-715f24170618",
    "metadata": {},
    "outputs": [
@@ -708,7 +683,7 @@
        "'0.0004106620973760160566400'"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -720,7 +695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 29,
    "id": "f6e6f8d2-50d1-4e4e-b630-7544e7913265",
    "metadata": {},
    "outputs": [
@@ -730,7 +705,7 @@
        "'0.0004067974877159367843964'"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -742,7 +717,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 30,
    "id": "953d6154-ece6-47f4-aeb4-5dff3115a0b3",
    "metadata": {},
    "outputs": [
@@ -752,7 +727,7 @@
        "'0.0004067974877159367843964'"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -763,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 31,
    "id": "013a5620-55fb-4c2b-886d-701a5e746be0",
    "metadata": {},
    "outputs": [
@@ -773,7 +748,7 @@
        "'0.0004067974877159367843964'"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -785,7 +760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 32,
    "id": "9c4478c6-2686-4b22-9f51-b3b4eb63d18a",
    "metadata": {},
    "outputs": [
@@ -795,7 +770,7 @@
        "'0.0004067974877159367843964'"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -816,7 +791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 33,
    "id": "b4270d51-d465-4462-9fc8-2a4911c83110",
    "metadata": {},
    "outputs": [
@@ -853,7 +828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 34,
    "id": "79b5b665-e791-44a8-887d-12398736adf6",
    "metadata": {},
    "outputs": [
@@ -897,7 +872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 35,
    "id": "b0cb98f1-5090-4307-97a2-56a283c6c8d0",
    "metadata": {},
    "outputs": [],
@@ -911,7 +886,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 36,
    "id": "975fb2d2-cb6e-46b0-8eaf-84030705afdd",
    "metadata": {},
    "outputs": [
@@ -921,7 +896,7 @@
        "Array(0.00041066, dtype=float64)"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -932,7 +907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 37,
    "id": "3c7f7cf4-00c1-4d7a-83dd-a089410c986b",
    "metadata": {},
    "outputs": [],
@@ -944,7 +919,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 38,
    "id": "cc672df6-2375-4af4-b9cf-3c6b7d945a80",
    "metadata": {},
    "outputs": [
@@ -954,7 +929,7 @@
        "Array(2.02039159e-06, dtype=float64, weak_type=True)"
       ]
      },
-     "execution_count": 95,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -973,7 +948,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 39,
    "id": "7bfc6af6-8454-446c-90f1-36a0bde80bbf",
    "metadata": {},
    "outputs": [
@@ -983,7 +958,7 @@
        "Array(2.02039161e-06, dtype=float64)"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -995,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 40,
    "id": "697a8553-6e3e-4f99-b6b9-006598f0d895",
    "metadata": {},
    "outputs": [],
@@ -1008,13 +983,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 41,
    "id": "e4cd3c43-f695-40b1-9e53-84001d1c9364",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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\n",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -1058,7 +1033,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 42,
    "id": "21c57793-be74-4d45-a1d5-b2dda942488b",
    "metadata": {},
    "outputs": [],
@@ -1074,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 43,
    "id": "a4d88535-5118-4565-ad79-1ad64ad965e8",
    "metadata": {},
    "outputs": [],
@@ -1084,7 +1059,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 44,
    "id": "789eb2a7-02c2-4eb8-b348-5366770ab57e",
    "metadata": {},
    "outputs": [
@@ -1092,7 +1067,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "23.5 ms ± 356 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "25.4 ms ± 1.44 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -1102,7 +1077,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 45,
    "id": "e1b16726-7615-4a28-a51b-7cc3b4d156d0",
    "metadata": {},
    "outputs": [],
@@ -1112,7 +1087,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 46,
    "id": "643e696d-d04f-4523-9a52-a279cf1542cb",
    "metadata": {},
    "outputs": [
@@ -1120,7 +1095,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "15.8 ms ± 107 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "16.6 ms ± 1.11 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -1154,7 +1129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 47,
    "id": "a47a8849-8f2e-4470-a155-f5f49e901594",
    "metadata": {},
    "outputs": [],
@@ -1169,7 +1144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 48,
    "id": "8b2da873-e580-436a-88ee-e5d2a3c2c8c4",
    "metadata": {},
    "outputs": [
@@ -1179,7 +1154,7 @@
        "Array(0.00040971, dtype=float64)"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1190,19 +1165,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 49,
    "id": "e87ce87d-1e13-4ed9-be18-ab06b6c63ebd",
    "metadata": {},
    "outputs": [],
    "source": [
     "from jax import jacfwd\n",
-    "# Get the derivative of f with respect to p\n",
+    "# Get the derivative of Hubble with respect to both parameters\n",
     "dHubble = jacfwd(Hubble,argnums=(0,1))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 50,
    "id": "08913457-2ac5-4b69-aee1-36ec0adf06a6",
    "metadata": {},
    "outputs": [
@@ -1212,7 +1187,7 @@
        "(Array(2.02039159e-06, dtype=float64), Array(0.00092981, dtype=float64))"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1231,7 +1206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 51,
    "id": "e9d2d59f-63cf-4ad5-9034-96bfc5cc5b83",
    "metadata": {},
    "outputs": [],
@@ -1247,7 +1222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 52,
    "id": "deccbf99-be56-4637-83e7-97c57241be88",
    "metadata": {},
    "outputs": [
@@ -1258,7 +1233,7 @@
        "       0.00559103, 0.00705868, 0.00863741, 0.0103195 , 0.01209945],      dtype=float64)"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1269,7 +1244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 53,
    "id": "0693c119-55e1-4d5e-b612-f0b236afc4c5",
    "metadata": {},
    "outputs": [],
@@ -1279,7 +1254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 54,
    "id": "cd033ffe-8170-4d7e-afe2-75af54fa86a6",
    "metadata": {},
    "outputs": [
@@ -1293,7 +1268,7 @@
        "        0.01960805, 0.0247732 , 0.03029529, 0.0361957 , 0.04240309],      dtype=float64))"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }