diff --git a/p10/README.md b/p10/README.md
index b8c0f5cab9c599bcd80a064d5578219b4ba29f75..6fe5f05a794ed6d5211aec2334200920da5e7f14 100644
--- a/p10/README.md
+++ b/p10/README.md
@@ -3,7 +3,7 @@
 
 ## Corrections and clarifications:
 
-* None yet.
+* **4/5/2023 - 2:30 PM**: `p10.ipynb` notebook replaced with a typo fixed. Earlier version of notebook stated that `planets_1_rows` would have length **1508**, but the **list** should have **1551** elements instead. If you have already started working on the older version, you do not have to redownload the notebook.
 
 **Find any issues?** Report to us:
 
diff --git a/p10/p10.ipynb b/p10/p10.ipynb
index e8151456dbc5b9cea9d33d6206dafb4cc229fd89..c918e17eb49c5e26fabdfd8629d205ceb2257812 100644
--- a/p10/p10.ipynb
+++ b/p10/p10.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58f7c286",
+   "id": "a8a9e9d8",
    "metadata": {
     "cell_type": "code",
     "deletable": false,
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a91d005a",
+   "id": "a12f86c2",
    "metadata": {
     "deletable": false
    },
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "384e73c6",
+   "id": "b2382f07",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26c336f3",
+   "id": "bf08bf78",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbfd7e51",
+   "id": "72f44a41",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27b0a5e5",
+   "id": "718e6fbd",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3958e0c7",
+   "id": "94e74cd8",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -132,7 +132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b09b503",
+   "id": "ea80c3ad",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -147,7 +147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "33a6014e",
+   "id": "e39e0624",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8e1dd53",
+   "id": "85500942",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -256,7 +256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b74cb2b4",
+   "id": "9b49ce79",
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -271,7 +271,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93a1f6a4",
+   "id": "9d8c8ba9",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -284,7 +284,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69ebcadd",
+   "id": "01d06843",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -300,7 +300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afe1f8ff",
+   "id": "7cb183c6",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -314,7 +314,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2849913a",
+   "id": "9ecfdd72",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -327,7 +327,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef406899",
+   "id": "0585108e",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -339,7 +339,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7471ec3d",
+   "id": "8515dce5",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -355,7 +355,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ffc3872",
+   "id": "ae4323d4",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -368,7 +368,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c8347524",
+   "id": "92e8eebc",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -380,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7d030c5f",
+   "id": "3d02eb73",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -396,7 +396,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a69824f3",
+   "id": "c983d7f2",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -409,7 +409,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec783c50",
+   "id": "ab8041d6",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -421,7 +421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "964dc6dc",
+   "id": "21129825",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -437,7 +437,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "80aa05ec",
+   "id": "06fe5273",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -450,7 +450,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7720835c",
+   "id": "0669efa5",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -462,7 +462,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f66366d1",
+   "id": "c0b251c0",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -484,7 +484,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bb7a1591",
+   "id": "2146754b",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -497,7 +497,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5c6b534b",
+   "id": "1ac5d3d7",
    "metadata": {
     "tags": []
    },
@@ -514,7 +514,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e38f13eb",
+   "id": "6f41912f",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -526,7 +526,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87d45e79",
+   "id": "57130597",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -540,7 +540,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "50342f7c",
+   "id": "24050f65",
    "metadata": {
     "tags": []
    },
@@ -551,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e199f66",
+   "id": "50d54f96",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -563,7 +563,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b88e76cb",
+   "id": "14efd13b",
    "metadata": {
     "tags": []
    },
@@ -579,7 +579,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e8210ce",
+   "id": "1402b3ff",
    "metadata": {
     "tags": []
    },
@@ -590,7 +590,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "529f1f3f",
+   "id": "17774f7d",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -615,7 +615,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "faf35d58",
+   "id": "2bf69572",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -644,7 +644,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b3b5d52b",
+   "id": "db7affa4",
    "metadata": {
     "tags": []
    },
@@ -655,7 +655,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94ea5c95",
+   "id": "486583d8",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -681,7 +681,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6994d984",
+   "id": "fb63353e",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -694,7 +694,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e2bc8c83",
+   "id": "0c6a3bef",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -706,7 +706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61a281c7",
+   "id": "130cfb43",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -755,7 +755,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f468068d",
+   "id": "ff3b0d4a",
    "metadata": {
     "tags": []
    },
@@ -767,7 +767,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "69340b6e",
+   "id": "2009195e",
    "metadata": {
     "tags": []
    },
@@ -780,7 +780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7b69e47",
+   "id": "c2436c7d",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -794,7 +794,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b8dffc96",
+   "id": "d6464f19",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -807,7 +807,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57dc575b",
+   "id": "95909583",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -819,7 +819,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a32bede5",
+   "id": "3eec02aa",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -835,7 +835,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fb77a605",
+   "id": "cdaa9c09",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -848,7 +848,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57764805",
+   "id": "26184ff8",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -860,7 +860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b116293a",
+   "id": "4efee386",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -874,7 +874,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe3640fb",
+   "id": "5bc2cac2",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -887,7 +887,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "066a12c0",
+   "id": "50a811cb",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -899,7 +899,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69df7a89",
+   "id": "c8ae64a8",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -917,7 +917,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc965785",
+   "id": "b7987812",
    "metadata": {
     "tags": []
    },
@@ -929,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c597532",
+   "id": "fd148c5b",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -940,7 +940,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98f55608",
+   "id": "04be2cac",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -954,7 +954,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b46f5ae7",
+   "id": "c0010fe3",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -967,7 +967,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "04840a01",
+   "id": "297ef9b1",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -979,7 +979,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39cde906",
+   "id": "2b4bd95c",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -993,7 +993,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a48aaf0",
+   "id": "ab43e0e8",
    "metadata": {
     "tags": []
    },
@@ -1005,7 +1005,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "98a2d9b0",
+   "id": "410c89e9",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1017,7 +1017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90ee5865",
+   "id": "22441a88",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1031,7 +1031,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60cc38c3",
+   "id": "c7342503",
    "metadata": {
     "tags": []
    },
@@ -1043,7 +1043,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2f0fb9b8",
+   "id": "9dbb9ba5",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1055,7 +1055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e36546ba",
+   "id": "1cebfa90",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1082,7 +1082,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86fa6752",
+   "id": "c2ba7125",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1095,7 +1095,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7200e25f",
+   "id": "5bcd8b76",
    "metadata": {
     "tags": []
    },
@@ -1111,7 +1111,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b525c6c0",
+   "id": "68b6d8cc",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1123,7 +1123,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30bc7b8f",
+   "id": "ff03c305",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1138,7 +1138,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae99f962",
+   "id": "a7febbe9",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1150,7 +1150,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab14e524",
+   "id": "321db3e2",
    "metadata": {
     "tags": []
    },
@@ -1165,7 +1165,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7636307e",
+   "id": "4e8ced1c",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1179,7 +1179,7 @@
     " 'Eccentricity', 'Equilibrium Temperature [K]', 'Insolation Flux [Earth Flux]']\n",
     "```\n",
     "\n",
-    "and that `planets_1_rows` has **1508** rows of which the **first three** are:\n",
+    "and that `planets_1_rows` has **1551** rows of which the **first three** are:\n",
     "\n",
     "```python\n",
     "[['11 Com b', 'Radial Velocity', '2007', '0', '326.03', '12.1', '6165.6', '1.29', '0.231', '', ''],\n",
@@ -1190,7 +1190,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76178e86",
+   "id": "86d082e7",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1202,7 +1202,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2bcbf615",
+   "id": "ac098676",
    "metadata": {
     "tags": []
    },
@@ -1214,7 +1214,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c4fb30f",
+   "id": "1a2b0475",
    "metadata": {
     "tags": []
    },
@@ -1227,7 +1227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ced6ea56",
+   "id": "296ac8b6",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1248,7 +1248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b3ed7ad",
+   "id": "a4d9c005",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1280,7 +1280,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7123389",
+   "id": "2b01d312",
    "metadata": {
     "tags": []
    },
@@ -1291,7 +1291,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d09d29d2",
+   "id": "7769fbc4",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1325,7 +1325,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e3994070",
+   "id": "d2cb9df7",
    "metadata": {
     "tags": []
    },
@@ -1337,7 +1337,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d057c26e",
+   "id": "73a84531",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1349,7 +1349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b011b29",
+   "id": "b0efa363",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1395,7 +1395,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2e46706",
+   "id": "48b33d2f",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1407,7 +1407,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4c50bac0",
+   "id": "9e7ec35e",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1428,7 +1428,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ebb70cf",
+   "id": "b51bc1c6",
    "metadata": {
     "tags": []
    },
@@ -1440,7 +1440,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "06ee3a40",
+   "id": "5662516d",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1452,7 +1452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b9a8a6e",
+   "id": "46b481c9",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1466,7 +1466,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5da70f94",
+   "id": "6b5d285d",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1479,7 +1479,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9eac5352",
+   "id": "fa0b4425",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1491,7 +1491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5b20a1c",
+   "id": "c7d31fc0",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1523,7 +1523,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6580da16",
+   "id": "69066e55",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1537,7 +1537,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b021ef27",
+   "id": "153004c4",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1550,7 +1550,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1ba16cf4",
+   "id": "d28fe1fe",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1562,7 +1562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e00ef78",
+   "id": "817f325c",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1583,7 +1583,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "078d8ae5",
+   "id": "086e2695",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1603,7 +1603,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0ec98e8a",
+   "id": "faf7eb37",
    "metadata": {
     "tags": []
    },
@@ -1615,7 +1615,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e708c25",
+   "id": "21006dcb",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1626,7 +1626,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c9a7306",
+   "id": "1d390734",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1642,7 +1642,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "64c74699",
+   "id": "92e248dd",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1655,7 +1655,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf56f3a7",
+   "id": "16727929",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1667,7 +1667,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b01dd3c7",
+   "id": "389c04f3",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1681,7 +1681,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5c5c7dc5",
+   "id": "ad46474f",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1694,7 +1694,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3a06d939",
+   "id": "ed7329cc",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1706,7 +1706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26242150",
+   "id": "63fcbb8c",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1724,7 +1724,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "802be63e",
+   "id": "d59aa621",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1737,7 +1737,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cfff9fd0",
+   "id": "e84228fa",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1749,7 +1749,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5925c4bf",
+   "id": "3c871b4b",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1763,7 +1763,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "261b1943",
+   "id": "4e4ff362",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1776,7 +1776,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5035d36b",
+   "id": "494f7e15",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1788,7 +1788,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b0fbb37",
+   "id": "a57cb072",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1802,7 +1802,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61b3a4aa",
+   "id": "195debd3",
    "metadata": {
     "lines_to_next_cell": 0,
     "tags": []
@@ -1815,7 +1815,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4647b093",
+   "id": "70dd9ca7",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1827,7 +1827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0ae7a9c",
+   "id": "cbd731bf",
    "metadata": {
     "deletable": false,
     "editable": false
@@ -1844,7 +1844,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "caca500f",
+   "id": "f17ac803",
    "metadata": {
     "cell_type": "code",
     "deletable": false,
@@ -1859,7 +1859,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13f4dfe6",
+   "id": "72cccb0d",
    "metadata": {
     "cell_type": "code",
     "deletable": false,
@@ -1873,7 +1873,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f41848a",
+   "id": "07dc54f5",
    "metadata": {
     "cell_type": "code",
     "deletable": false,
@@ -1886,7 +1886,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7d52be1",
+   "id": "fe51d255",
    "metadata": {
     "deletable": false,
     "editable": false