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Removing the Noise from Jupyter Notebook Diffs

Over the last month or so I’ve been spending a good bit of time working in Jupyter notebooks. They’re great for college assignments - visualising data and documenting results - but versioning them in Git isn’t much fun. Run git diff on a notebook and you’ll get pages of metadata, execution counts, and base64-encoded image data.

A typical Git diff of a notebook showing metadata and image output

The problem is that Jupyter notebooks store both the code and the results of running it in the same file. Even when the code stays the same, these updates make Git diffs noisy and hard to read.

I wanted diffs that just show the code or markdown I’ve changed, and ignore everything else.

The approach #

There’s a Python tool called nbdime that provides notebook-aware diffs, but it validates notebook structure against a schema. That works fine until an IDE adds its own transient fields, like when JetBrains PyCharm (my preferred IDE) adds jetTransient, at which point nbdime can refuse to process the file. Rather than work around that, I decided to handle notebook diffs directly in Git.

Git has a built-in mechanism called textconv filters that lets you control what parts of a file are compared when generating a diff. It works by running the file through a command that filters out the parts you don’t care about and keeps the parts you do before Git performs its line-based comparison.

Conveniently, Jupyter notebooks are stored as JSON, which makes it straightforward to target specific parts of the file. Using a tool like jq, you can apply JSON filter expressions to focus on the relevant parts of the notebook - the code and markdown cells - and ignore fields that change on every run, such as outputs, metadata, and execution counts.

jq is perfect for this. It’s a lightweight command-line tool for working with JSON. I’m on a Mac, so I installed it using Homebrew:

brew install jq

Step 1 - define a textconv filter #

With jq installed, the next step is to tell Git how to use it when diffing notebooks. This is done by defining a textconv filter that runs the file through jq before Git compares versions.

The following command defines a global textconv filter for .ipynb files:

git config --global diff.ipynb.textconv "jq -S 'del(.metadata, .cells[].metadata, .cells[].attachments, .cells[].outputs, .cells[].execution_count)'"

Explanation:

  • -S sorts keys so diffs are consistent
  • del(...) removes the fields we don’t want to include in diffs:
    • .metadata - notebook-level metadata
    • .cells[].metadata - cell-level metadata
    • .cells[].attachments - embedded images
    • .cells[].outputs - output from code cells
    • .cells[].execution_count - execution counts

Step 2 - associate the filter with .ipynb files #

Now that Git knows how to process notebook files, you need to tell it when to use the filter. This is done using a .gitattributes file, which maps file patterns to diff drivers.

In your repository, add the following line to .gitattributes:

*.ipynb diff=ipynb

This associates all notebook files with the ipynb diff driver you defined in the previous step.

If you add the .gitattributes file to your repository, commit it so others get the same behaviour.

If you prefer to apply this globally, you can add the same rule to a user-level attributes file:

mkdir -p ~/.config/git
echo '*.ipynb diff=ipynb' >> ~/.config/git/attributes
git config --global core.attributesfile ~/.config/git/attributes

The global option is handy if you want this behaviour for all notebooks on your system, without changing individual repositories.

Once that’s in place, any time you run git diff on a notebook, Git will use the jq filter to produce a cleaner, more readable comparison.

Step 3 - check the result #

Make a small change in a code cell, re-run the notebook, and then run:

git diff

You should now see a concise, readable output:

@@ -10,7 +10,7 @@
 "source": [
-    "def predict(x): return model.predict(x)"
+    "def predict(x): return trained_model.predict(x)"
 ]

No outputs, no metadata, no execution counts - just the part that changed.

Before and after #

The difference this makes is dramatic. The original git diff output for a notebook in my repo was 442 lines long - almost all of it metadata, outputs, and base64-encoded images.

@@ -56,8 +56,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.460947Z",
-     "start_time": "2025-10-26T17:41:29.457811Z"
+     "end_time": "2025-10-30T06:41:04.564417Z",
+     "start_time": "2025-10-30T06:41:04.561919Z"
     }
    },
    "cell_type": "code",
@@ -67,14 +67,14 @@
     "import matplotlib.pyplot as plt"
    ],
    "outputs": [],
-   "execution_count": 19
+   "execution_count": 38
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.468635Z",
-     "start_time": "2025-10-26T17:41:29.466733Z"
+     "end_time": "2025-10-30T06:41:04.580907Z",
+     "start_time": "2025-10-30T06:41:04.578954Z"
     }
    },
    "source": [
@@ -84,7 +84,7 @@
     "    return a * x * x + b * x + c"
    ],
    "outputs": [],
-   "execution_count": 20
+   "execution_count": 39
   },
   {
    "cell_type": "markdown",
@@ -100,8 +100,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.473706Z",
-     "start_time": "2025-10-26T17:41:29.471820Z"
+     "end_time": "2025-10-30T06:41:04.587054Z",
+     "start_time": "2025-10-30T06:41:04.585166Z"
     }
    },
    "source": [
@@ -117,13 +117,13 @@
     "    return y + np.random.uniform(-j, j, len(y))"
    ],
    "outputs": [],
-   "execution_count": 21
+   "execution_count": 40
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.478052Z",
-     "start_time": "2025-10-26T17:41:29.476237Z"
+     "end_time": "2025-10-30T06:41:04.592357Z",
+     "start_time": "2025-10-30T06:41:04.590552Z"
     }
    },
    "cell_type": "code",
@@ -138,7 +138,7 @@
     "y_values = jitter_poly(a_true, b_true, c_true, x_values, 7)"
    ],
    "outputs": [],
-   "execution_count": 22
+   "execution_count": 41
   },
   {
    "cell_type": "markdown",
@@ -150,8 +150,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.521491Z",
-     "start_time": "2025-10-26T17:41:29.481194Z"
+     "end_time": "2025-10-30T06:41:04.637212Z",
+     "start_time": "2025-10-30T06:41:04.596424Z"
     }
    },
    "cell_type": "code",
@@ -170,7 +170,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -179,7 +179,7 @@
      }
     }
    ],
-   "execution_count": 23
+   "execution_count": 42
   },
   {
    "cell_type": "markdown",
@@ -197,8 +197,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.527748Z",
-     "start_time": "2025-10-26T17:41:29.525711Z"
+     "end_time": "2025-10-30T06:41:04.644217Z",
+     "start_time": "2025-10-30T06:41:04.642311Z"
     }
    },
    "cell_type": "code",
@@ -218,17 +218,17 @@
       "                            |     a   |    b    |    c    |\n",
       "----------------------------+---------+---------+---------+\n",
       "True coefficients           |  2.0000 | -4.0000 |  1.0000 |\n",
-      "Initial random coefficients |  6.8238 |  7.0590 | -2.2764 |\n"
+      "Initial random coefficients |  0.7521 | -2.5341 | -0.5336 |\n"
      ]
     }
    ],
-   "execution_count": 24
+   "execution_count": 43
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.586883Z",
-     "start_time": "2025-10-26T17:41:29.539864Z"
+     "end_time": "2025-10-30T06:41:04.713961Z",
+     "start_time": "2025-10-30T06:41:04.661019Z"
     }
    },
    "cell_type": "code",
@@ -254,7 +254,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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5+f7770233HKLWnZcGjdurJbxyJEjOZ43d+5c1b3bx8fH1LJlS9XVFt3OC+t6Dvv371ddl0NDQ02+vr6mRo0amV566aUcz5k6darqyu3u7p6jG7p192Y4fvy4GgZAe7/WrVubfv755yJ9PtbL+O+//6qux/Xq1VPvFRYWpoYkWLNmjamoXnjhBfWe9evXz/XYX3/9pbr916xZU3126MZ/++23m/7880+TLbqe4ztpDd/RN954Q312+Js33nij+nzwetxXlK7n1t8X7bdkOTxAfl3PrX9v2rbAtQZdwfEdwG/Az8/P1LlzZ9OhQ4fU7+ixxx4r9PPA+2kXfGfwXcB6osv5gQMHSvWZbNmyxdSiRQuTt7d3js/n7Nmz5u8xhovA8BUY8iG/rurkvNzwj6MDLiIiMh40HaE3FjKJlk1QRGWNNTtERFRq6LVmTat/4QSc5Gis2SEiolJDTQyK3FG3hI4DmzZtUrVYmFoDPeGIHInBDhERlRrGlUKPLBT8orhYK1ourKs/UVlgzQ4REREZGmt2iIiIyNAY7BAREZGhsWbnvzmFMNkiBmAr6czNREREVLZQiYOBPTHRc4EDkDpykB8MCIXBzAIDA00VK1Y09evXz3T48OEcz8EAZ5aDTeEycuTIHM85deqUqXfv3mogK7zPU089ZUpPTy/ycmgDxvHCCy+88MILL+J0FxzHC+LQzA4mdnviiSekVatWakj3559/XnVTPHjwYI5h5TEU/5QpU3LNdQKYLwVDhVeuXFlN9nfhwgV56KGH1PD0b7zxRpGWQ5tY7syZM2rId1vBEOQYfhzrhOUxIqOvI9fP+Rl9Hbl+zs/o65hux/VDz78aNWrkmOA5Lw4NdjDJniWM0RAeHi67du1Sc5ZYBjcIZvKCDxDBEeYiQldHzG00depUeeaZZ9TkkN7e3oUuh9Z0hUDH1sEOlh3vacQvsCusI9fP+Rl9Hbl+zs/o65heButXWAmKrmp2MPEiYKI2S1999ZWaHA4BDyYTfOmll8zZHcxwixmNEehoevToIY8//rgcOHBAbrzxxlx/B5P7Wc5OjMhQ2yC42Ir2XrZ8T70x+jpy/Zyf0deR6+f8jL6O6XZcv6K+p27G2UGRMGbLxVwqGHlT89FHH0mtWrVU8dHff/+tMjatW7dWs90CZl0+deqU/Pbbb+bXJCUlqWawFStWqJmUrSHjM3ny5Fz3L1q0KEcTGREREekXjvf33XefSpYU1DKjm8wOanf279+fI9DRghkNMjhVqlSRLl26yPHjx6VevXol+lvPPfecTJw4MVebH9oTbd2MtXr1aunWrZshU5OusI5cP+dn9HXk+jk/o69juh3XT2uZKYwugp3Ro0fLzz//LBs3bpTq1asX+Nw2bdqo62PHjqlgB01bO3bsyPGcyMhIdZ1fnY+Pj4+6WMNGsMcXzV7vqydGX0eun/Oz5ToiE52WliZ6gE4amKYB1wV2vXVSRl8/V1jHzFKsH36zHh4eBT6u+2AHLWhjxoyRpUuXyvr166VOnTqFvmbPnj3qGhkeaNu2rbz++uty6dIlVdwMiCCRoWnatKmd14CIXA2CnBMnTqiARw+wH8WJHXqTGnGcMKOvnyuso6mU6xcaGqpeX5rPxtPRTVeok/nxxx9Vt7GLFy+q+0NCQsTPz081VeFxzKJbvnx5VbMzYcIE1VMLk84Bmp4Q1Dz44INqAjq8x4svvqjeO6/sDRFRaXbaGN4CZ5po+tbDWTiCroSEBDXTuB6Wx9aMvn6usI5ZJVw//N5Qk4NkhmWSw+mCnQ8//FBdd+zYMcf9CxYskIcfflh1G0eX8vfff18SExPVzmXQoEEqmNFgp4MmMPS+QpYHhclDhgzJMS4PEZEtYDww7HzRYUIvnRm0JjVfX1/DHiiNvH6usI5ZpVg/JD5Aa70pqElL181YBUFwg4EHC4PeWuh5RURkT6g5gKKM30VEtqGdWKDQuaTBjvFCSCIiOzNiXQWRkX9vDHaIiIjI0BjsEBGRWe3atVWdpCutD+pJ6tevr+ZXtAf0NkZ2AoPmFhXqVvv37y+O0LFjRxk/frzd/86VK1dUHc7Zs2ft/rcY7NhRdHS0nDt3Tl0TETkSuv0OGzZMFVej5gi1juPGjZOoqChxdfPmzVNDn7Rr107dPnnypApOtKFOSgvvi1586GlcVDNnzlTzRTqD9SUI5qBChQpq4u5XXnlF7I3Bjp1s3rxZRo0apaa7wDVuExE5wr///istW7aUo0ePytdff60GZcUBfu3ataoX69WrVx1a9O3IMYvQUeaDDz6Q4cOHF/u1RR1YEsFlcceJQWCE8WWMbujQoWr+S3t/Bxns2AEyOYjKkaLDlxXXuM0MDxFpsD84cuRImewXMO4YDrirVq2SDh06SM2aNdW8gRjaA9nnF154Icfz4+Pj5d5771VDeVSrVk3mzJmTIzjA/IJ4D4xlhkzR2LFjzY9jkuWnnnpKvQ6vx6j3OPPXIFuB/eJPP/2kxkjDe3zyySeqW7J1ZgCZp65du5pvYzqhW2+9VXVHRm9d/F0MS6JB92RMFo3HkanBQbQwu3btUmO69enTx3yfNsAtJpJGgKINj6I1LWEgW6x3o0aN1P0LFy5UwSTGi0NQg7matLFh8sp8aJ8B5nRs0qSJGgT3zjvvVNmf/JqxsAxY36efflpNlo2/g+1g6fDhw3LLLbeozxKfLbYv/u6yZcvyXX98fsiuYAwcjGPz3nvv5XpOQeuHLFinTp3U/8uVK6f+HpYdVq5cqZYHy1u3bl21bfBZW2rWrJn6LDG4sD0x2LEDfAmwA8OPHT9kXOP25cuXHb1oRKQDyPSOHDlSTZWDa3tmfnHGjIMqMszamCUaHLjuv/9++fbbb3MMBTJt2jS54YYbZPfu3fLss8+qoAMj08P3338vM2bMkPnz56tMEQ6kmLdQg3XaunWrfPPNN2og2Lvuukt69uypnqvBWEVvv/22CnIOHDiglgEHf7y3ZcYHy4WgC3CQxPtgrDW8Lx5D8IO/p8FBFs1169atk++++07mzp2bI+jIyx9//CENGzZUB3KNNgURggUEINrE04BsGIJUfB4Y403rEj116lTZu3ev+jwQAGgH/PzgM3j33XdVIIFgCHUrkyZNKvA1X3zxhQogt2/frgbRxXhy2nbB54XgCN208ThaFayD2Lzgb2KIFwzui2AYy/LXX3/leE5B64egU9tu+FzweeHkXgukMA8lPk+8P8bYGTBgQK5MHib3xnawK8x67upiY2PxK1fXtnD16lXTXXfdZerQoYP5gtu432jS0tJMy5YtU9dGxPVzfrZcx+TkZNPBgwfVdWn3D506dTI98MAD6ro0+4fMzExTdHS0us7Ltm3b1P5t6dKleT4+ffp09XhkZKS6XatWLVPPnj1zPGfw4MGmXr16qf+/9957poYNG+b5eZ46dcrk4eFhOnfuXI77u3TpYnruuefU/xcsWKD+3p49e3I8Z9y4cabOnTubb//2228mHx8fU1RUlFq/YcOGmUaMGJHjNX/88YfJ3d1dbY8jR46o992xY4f58UOHDqn7ZsyYkc+nl/vvwokTJ9Trdu/eneP+IUOGmCpVqmRKTU01FWTnzp3q9fHx8er2unXr1G2sh+VncOzYMXUb227atGnqvS3/Vr9+/cy3cRy55ZZbcvydVq1amZ555hn1/19//dXk6elpunDhgvnx1atXF7jt4+PjTd7e3qbFixeb78Pn7efnpz6Xkq5fft9RfMfwvH379uV4fMKECaaOHTuW6HdX1OM3Mzt2gFQezoRQfIW0Ja5xG/cTkWuzzPziLLysMr+FDeJqCXU81rcPHTqk/o9MTXJysmqWePTRR1XzA0aWhn379qkMAzIlaBbRLsgcWDZfoElNm/JHg+wOsgrnz59Xt9EEhaYlrW4F2Rw0/1i+b48ePVSWAHOVYfkw2WSLFi3M79m4ceNC616wLmj2KSpksawHlURTGJpo0LSHDBGaCuH06dP5vg+2PSaztsyyFZaFsv7M0OykvQZZFWRZLCfARsakIMePH1d1R9oE24AmJ615rjTrB8jmITOHnm54Lb4zeb0OGUdkuuxJF7OeG1H79u2lQYMGKpWKtlhtklIicm3YF+DEB7UyCHRwjROiihUr2uXv4UCDOgoEA2hCsIb7sTxF/fs4oOLAiiYeNKGgeQzNXghoMP8RRrjFwdF6pFsEJ5YHN+ti3VatWqmDP5q/MP0PgijL3kh4bzT5WdYHaXAg/eeff6Qk8NkjSCsqNCNZQlMNgi5cEKDhc8TBHLcLKmC2nq0bn0dhAWler7F3cXdiCdcPECCh1x+aPFGXhAAPAZv169DUaq/vv4aZHTvCDgQ7M2Z0iCivzC8mLrZ35heTKHfr1k3VryCLYQl/HwewwYMH5wg+tm3bluN5uI1CWstgBQeyWbNmqWwManQQMKCgF5kdZBsQZFleLDMO+UF2B8uzfPlyVd9hWTSM9z548GCu98UFmRZkcZBhQqClQVBWWHdovC8Key0DDS1zo00PUhC8Ft3333rrLVU8jeUoLENjD8jGoF4pMjLSfN/OnTsLfE29evVUAIUaHw2yjJaBY1HWL6/PC6/B54+5LLt06aKWL79i/P3796vtYE8MdoiIHJD5xdkuejnhGrftCV2r0UsKZ+MbN25UB0X0lEEQhBMy9C6yhIJpFMDioIdlXLJkiQrIANmWTz/9VB2g0KX9yy+/VMEPzuDRfIWABb17UNSL5iUUp7755pvyyy+/FLqceC2KY7E8yIijg4cGvZAw6B8KkjH+DZpIUPSqFSjjYIoCZmR/cPBG0PPII4/kKsq2hp5EyBqhUNoy+4bX4TNC8BAbG5vv65FVwsF+9uzZ6vNALzMU85Y1bEsEL5gIG01+2IbapNlu+XR5R7YNXe5RpPz777+rbYrCY8vJOouyftj2+Bso2EZzLD5PBO8ItFEojaEO8L1DLz1raL7CturevbvYE4MdIiIHwMEAwUFZZH7RpP7nn3+qmom7775bHRRHjBihDvTIyqBOw9KTTz6pno+z7ddee02mT5+uAiVADczHH3+sAjQ0SaA5C5kYHNhgwYIFKtjBeyAAQQ8hZBhw0CwMsjSoM8HBGoGPJfwtNJUhAEOGAcv28ssvq27LGvxt3EZNycCBA9U6FlZCgOVG855lN3XU/iBrhUAU79evX798X4/mFwSACAjR3RsZEPSyKmtoNkRPKQQaaBJEoKf1xvItoCYJTZD4PJGpQzd/dBW3rHsqyvohYJ48ebLquVepUiUVgCJgQpMkAhlsu+eff171wLOGgBXfDSyDXRVYvuwibN0bS8OeLs6P6+f89NYby9YK643l7Mpi/fbu3WsKDw839y4yyjpu2rQpR68vRylo/dq0aWP66quvCny9LXpjsUCZiIhcGjIPyDqg2c1yzCBng6JuNE0hk4emIzQ9IgNXz6LXl55gwF1k4LSxlOyJwQ4REbm8wgYBdAYY+fqZZ55RvaVQ+I5mqbxGRNYLLCNqscoCgx0iIiIDQK0ULpQbC5SJiIjI0BjsGHwCQCIiIlfHZqwyhrEPtBnQtcHF7D3GBhERkStjZqcMIcBBoIMKdIwmimst8CEiIiL7YLDjAhMAEhERuTIGOw6aABBDZOO6OBPwERERUfEx2DHwBIBERCWFuY4w/UBhY9NgOoiiOnnypHpfzG2lB7Vr15b333+/yM9/9dVXJSIiwq7LRPbBAuUyhmJkzC+CpitkdBjoEJG9ISjB7N+FBS+WLly4YN4/IUipU6eO7N69O8fBHjWHlrOFE+kVgx0HwA4EF60Luta8RUSkF+hEUZiQkJAyWRai0mIzlgO7oI8cOVLNDotr3AaOwUNE9taxY0cZO3asGqofM54jsEETTX7NWMjqAGYax/14fV7NWCtXrlSzZmNmdMwmfvvtt8vx48eL3bSEmdYxEjDmecLfXrFihcqGY/Zx3Ie5rDAru6Xvv/9emjVrJj4+Puo9rKdJQAcRzOzt5+en3tNylnMNsl+YLRxZ9+DgYOncubPs3bu3WMtP+sRgR0dd0H/99dc8AyAiIlv74osvJCAgQLZv3y7vvPOOTJkyRVavXp3nc3fs2KGu16xZo5q3fvjhhzyfl5iYKBMnTlSByNq1a8Xd3V0GDBggWVlZxVq2GTNmqCZ/NJv17t1bHnvsMRkyZIg88MAD8tdff6mJLREMaU1ou3btkrvvvlvuuece2bdvnwrcXnrpJfn888/N74nA7MyZM7Ju3Tr57rvvZO7cuSoAsnTXXXep+7AvxnvedNNN0qVLF7l69Wqxlp/0h81YOumCjh/hrFmzJDU1Vd1GTy0EQKjvYRMXkX499tZFuRqXWeZ/NyzYQ+Y9W3hTU36QHXnllVfU/zFL9gcffKAClG7duuV6rtZjFNmagpq3Bg0alOP2Z599pl578OBBad68eZGXDQEOTvgAQcu8efOkVatWKhgBTHbZtm1biYyMVMszffp0FZTgudCwYUP1N6dNm6aCnH/++UcFMAja8D7w6aefSpMmTcx/c9OmTepx7J+RHYJ3331XZbcQHI0YMaLIy0/6w2DHwV3QtcAGqdXk5GSpUaOGOQBCjy2kbhnsEOkXAp0rMWUf7JQWgh1LVapUyZXpKK6jR4/Kyy+/rLJFyFhrGR3Mwl2cYMdy2SpVqqSuLV+v3YflRbBz6NAh1cRlCZkh9LTKzMxUj3t6ekqLFi3Mjzdu3Fg1t2nQXJWQkKACOkvYLxe3KY70h8GOA7ugI3OjdUEfOnSoLFiwIEcAhPs5Bg+RviHD4ox/18vLK8dt1OIUt7nJGmpiatWqJR9//LFUrVpVvR+ClLS0tBIvG5Yrv/tKu7yWEOgg4Fu/fn2uxyyDInJODHZ01AUdBXGWARDH4CHSv9I0JTkLb29vdY0sSX6ioqJU5woEOrfeequ5aagsoDnKusYRt9Gc5eHhobI4GRkZqg5Ha8bCsqIgWYP6HOx7kQFCgTMZC4MdHXRB13AMHiLSa9M7mtrR26p69eri6+ubq9s59ldoAvroo49UhgRNV88++2yZLN+TTz6pgpipU6fK4MGDZevWraoGCUXI0KhRI+nZs6eqA/rwww9VQDN+/Hi1TpquXbuqOiD0LkPBNgKl8+fPyy+//KKKrFu2bFkm60L2wd5YOoMdBn5kDHSISC8QHKADxfz581XzlHV9DKDn1TfffKOyJ2i6mjBhgioQLgvIyixevFj9ffxt1A2hdxmKkzUoE8Cyd+jQQQYOHKgKjhHEWTaNoYv7bbfdpsoKsB9G765Tp06Za4TIebmZOPylxMXFqbOU2NhY1ZRkK+np6erHg54F1u3jRmH0deT6OT9brmNKSoqcOHFCjdOC7IYeoG4F+zDsuxBwGI3R188V1jGrlOtX0O+uqMdv432qRERERBYY7BAREZGhMdghIiIiQ2OwQ0RERIbGYIeIqJjYr4PIuX5vDHZ0jrOgE+kHBqiD4o4ITEQll5SUpK5L05uSgwrqGEYAxYjKCHS0KSYw8CAROW68Gcxdh4E/sePVQzdhdOtF8IXuuXpYHlsz+vq5wjpmlXD9kNFBoIM50DBlh3ayURIMdnQKAQ4CHUymx1nQifQBA89hdGCM+YHB5vQABwRMVonRgLU5o4zE6OvnCutY2vVDoIMJX0uDwY5OIZJFwINAh7OgE+lrnqgGDRropikLgyZu3LhRjfxrxIEhjb5+rrCO6aVYPzy/NBkdDYMdncIw5ghqOAs6kf4gFa+XEZRxIMAkl1geIx4ojb5+rrCOHjpYP+M1DhoAMjrI7GB+FgQ4nAWdiIio5JjZ0XlRMgKeevXqmTM66JmlZX2IiIiocMzs6LQoGcVYuMZMvQh0Dh48KCNHjpTRo0erawRFREREVDgGOzovSsbtY8eO5QqCtOwPERERFYzBjk6LkjG2AK5xG9328gqC0DOLiIiICsZgR0e0gQOti5LRzTWvIIg9s4iIiArHAmWdwQjJGDgQWRsEM1ohMoIeNF2xZxYREVHxMNjRIQQx1oFMfkEQERERFYzBjpMHQURERFQw1uwQERGRoTHYISIiIkNjsENERESG5tBg580335RWrVpJUFCQGmOmf//+ajoESykpKfLEE09I+fLlJTAwUAYNGiSRkZE5nnP69Gnp06ePGoMG7zNp0iQ16RgRERGRQ4OdDRs2qEBm27Ztsnr1ajUNfPfu3SUxMdH8nAkTJsjy5ctlyZIl6vnnz5+XgQMHmh/PzMxUgU5aWpps2bJFvvjiC/n888/l5ZdfdtBaERERkZ44tDfWypUrc9xGkILMzK5du+S2226T2NhY+fTTT2XRokXSuXNn9RzMFdWkSRMVIN18882yatUqNW/UmjVrpFKlShIRESFTp06VZ555Rl599VXx9vZ20NoRERGRHuiq6zmCGwgLC1PXCHqQ7enatav5OY0bN5aaNWvK1q1bVbCD6+uuu04FOpoePXrI448/LgcOHJAbb7wx199JTU1VF01cXJy6xt/CxVa097Lle+qN0deR6+f8jL6OXD/nZ/R1TLfj+hX1PXUT7GRlZcn48ePV4HnNmzdX92G0YGRmQkNDczwXgQ0e055jGehoj2uP5VcrNHny5Fz3I0uEuh9bQxOd0Rl9Hbl+zs/o68j1c35GX8fVdlg/TKHkVMEOanf2798vmzZtsvvfeu6552TixIk5Mjs1atRQ9ULBwcE2jTixcbt16yZeXl5iREZfR66f8zP6OnL9nJ/R1zHdjuuntcw4RbAzevRo+fnnn2Xjxo1SvXp18/2VK1dWhccxMTE5sjvojYXHtOfs2LEjx/tpvbW051jz8fFRF2vYCPb4otnrffXE6OvI9XN+Rl9Hrp/zM/o6etlh/Yr6fg7tjWUymVSgs3TpUvn999+lTp06OR5v0aKFWpG1a9ea70PXdHQ1b9u2rbqN63379smlS5fMz0EEiQwN5pIiIiIi1+bp6KYr9LT68ccf1Vg7Wo1NSEiI+Pn5qevhw4erJicULSOAGTNmjApwUJwMaHpCUPPggw/KO++8o97jxRdfVO+dV/aGiIiIXItDg50PP/xQXXfs2DHH/ehe/vDDD6v/z5gxQ9zd3dVgguhBhZ5Wc+fONT/Xw8NDNYGh9xWCoICAABkyZIhMmTKljNeGiIiI9MjT0c1YhfH19ZU5c+aoS35q1aolK1assPHSERERkRFwbiwiIiIyNAY7REREZGgMdoiIiMjQGOwQERGRoTHYISIiIkNjsENERESGxmCHiIiIDI3BDhERERkagx0iIiIyNAY7REREZGgMdoiIiMjQGOwQERGRoTHYMZjo6Gg5cuSIuiYiIiIHz3pOtrV582aZOXOmCnTKlSsn48aNk/bt2zt6sYiIiByKmR2DQICDQOfKlStSuXJlda0FPkRERK6MmR2DuHTpkgpsqlWrJv7+/ur64sWLcvnyZfPj4eHhKuNDRETkShjsGIQWyJw7d04FOriuUKGCHD9+XF588UU2bRERkctiM5ZBaIEMAhxkdHA9dOhQWbBgQa6mrRMnTrCImYiIXAYzOwaCjE3Tpk1V01XFihXzbNo6fPiwjBo1SjIyMpjpISIil8DMjsEggGnYsKG6RtNWQECAHD16VGJiYuTkyZMq65OQkMAiZiIichkMdgzs4MGDEhcXp5qt1q9fL+np6SrIqV27tjnTg0BHK2ImIiIyIjZjGbwrOnTo0EFOnz4tYWFh4u3tnauIGU1eRERERsXMjkFZ1uugSatBgwYqszN48OAcRcyo2WF3dCIiMjJmdlysK3rPnj3VRStiZqBDRERGx8yOC3VF17I4lkXMRERERsfMjgt1RWdwQ0RErojBjsFpmRwiIiJXxWYsIiIiMjQGO0RERGRoDHaIiIjI0BjsEBERkaEx2CEiIiJDY7BDREREhsZgh4iIiAyNwQ4REREZGoMdIiIiMjQGO0RERGRoDHaIiIjI0BjskFl0dLQcOXJEXRMRERkFJwIlZfPmzTJz5kwV6GDi0HHjxqlZ04mIiJwdMzukAhwEOleuXJHKlSuray3wISIicnYMdkguXbqkAptq1aqJv7+/usbty5cvO3rRiIiISo3BDkl4eLhqujp37pwkJSWpa9yuWLGioxeNiIio1BjskLlGp0KFCnLx4kV1jdu4n4iIyNmxQJkUFCM3bdpUNV0ho8NAh4iIjILBDpkhwGGQQ0RERsNmLCIiIjI0BjtERERkaAx2iIiIyNCj8LNmh4oMX2CMyaN1VSciInKGUfgZ7JAhvshEROT4UfirVaumxmrDbfTw1cuJMZuxqFCcToKIiPKDjD8ugYGB4uHhoctR+JnZoSJPJ4HBBtPS0tS19kXGl5uIiFzXv//+K8ePH5fExEQJCgqS8uXLS/369XU1Cj+DHSoUanQyMzNl/fr1KmrH/5s3b66rLzIREZW96OhoWbBggToeuLu7S3x8vGRlZcnrr7+umyYsYLBDREREpcr8N2vWTJ0M4zZKHdACoCcMdqhQ+PLiS9ypUydxc3MTk8kkV69eZTMWEZGLC7eYSNrLy0t2796tjhPI7EyaNEk3HVlYoExF/jIjuMGXGdecFZ2IiMr91zs3ODhY9uzZo+6LiIiQuLg4XXVkcWiws3HjRunbt69UrVpVRYLLli3L8fjDDz+s7re89OzZM8dzkGG4//771QcdGhoqw4cPl4SEhDJeE2PjrOhERJQfZG+ef/55qVevnnTs2FFq166tux5ZDm3GQuX2DTfcIMOGDZOBAwfm+RwENyh+0vj4+OR4HIHOhQsXZPXq1ZKeni5Dhw6VESNGyKJFi+y+/K6Es6ITEVF+GjRoINWrV1fH45SUFBXoVKlSRTctAA4Ndnr16qUuBUFwg7Fd8nLo0CFZuXKl7Ny5U1q2bKnumz17tvTu3VveffddlTEi2+Gs6ERElBccG1DX+cYbb8jBgwfF399f7rvvPnU/EhGOpvsCZXR31mpGOnfuLK+99prqww9bt25VTVdaoANdu3ZV3d+2b98uAwYMyPM9U1NT1UWDtkXABrHlRtHeSw8b2l6Mvo5cP+dn9HXk+jk/I6xjdHS0rF27VmrVqiVhYWGqxAS3Bw0aZO7IYo/1K+p76jrYQRMWmrfq1KmjBixCmyAyQQhy0DsI9SMIhCx5enqqDxqP5efNN9+UyZMn57p/1apVKhq1NTSxGZ3R15Hr5/yMvo5cP+fnzOt47tw5OXbsmEpAIJmAYzFuf/fdd6p+x17rl5SU5PzBzj333GP+/3XXXSfXX3+9KoBCtqdLly4lft/nnntOJk6cmCOzU6NGDenevbsqdLZlxImN261bN9WLyYiMvo5cP+dn9HXk+jk/I6xjdHS0/P777+YxdhD8YBTlO++8U2V27LV+WsuMUwc71urWras+RESLCHZQy4MxYCxlZGSo9Fl+dT5aHZB1oTNgI9jji2av99UTo68j18/5GX0duX7Oz5nXMTw8XCZMmKC6m+O4jNvotYtrranJHutX1PdzqmDn7NmzEhUVpSq8oW3bthITEyO7du2SFi1aqPsQWWKo6jZt2jh4aYmIiFxHex332nVosIPxcJCl0Zw4cUINSoSaG1xQV4PiJmRpULPz9NNPq7RYjx491PObNGmi6noeffRRmTdvnooeR48erZq/2BPLPmlKLWLX05eYiIj0oZxOe+06NNj5888/VVc1jVZHM2TIEPnwww/l77//li+++EJlbxC8oKZm6tSpOZqgvvrqKxXgoFkLvbAQHM2aNcsh62NkmzdvNo+GqQ0yqJdhwImIiHQb7GCkRcyzlJ/ffvut0PdABogDCNoXAhwEOig8Q1U9Cs9wG+lKzo1FRER6x7mxqMiz2iLQQdd8vQ0DTkREVBAGO1SsWW0xpgGuOREoERE5CwY7VChOBEpERM7Mqbqek+PouUshERFRQRjskNN3KSQiIioIm7GIiIjI0BjsEBERkaEx2CEiIiJDY7BDREREhsZgh2wCgwweOXJEXRMREekJe2NRqR06dEgWLlwosbGxnDeLiIh0h5kdKhVkcpYvX67mzcLs9LjWJgwlIiLSAwY7VOp5sxITE83zZmF05bNnz8qxY8ccvWhEREQKgx0q9bxZAQEBar6skydPyvr16+X48ePy+uuvy+bNmx29eERERAx2qHRQo9O3b18JDg6WPXv2qPsiIiIkLi6OzVlERKQLLFCmUmvSpIncdtttMmnSJKlevbqEhoaq2dExaSjm0uIUE0RE5EgMdsgm6tevr+p2ENx4e3urZi3U72DSUCIiIkdiMxbZhNblHAEOMjq4xm1mdYiIyNGY2SGbwdg6TZs2VdkdZHQY6BARkR4w2CGbQoDDIIeIiPSEzVhERERkaAx2iIiIyNAY7BAREZGhMdghIiIiQ2OwQ2UGoykfOXKEoyoTEVGZYm8sKhOYJwvTR2DiUD8/Pxk7dqz06tXL0YtFREQugJkdsjtkchDoYCb0EydOyPbt22XEiBHy66+/OnrRiIjIBTDYIbtDNgeXqKgoycjIkJCQEElMTJRZs2axSYuIiOyOwQ7ZXXh4uGq6io+PV/NmpaamSlBQkCQnJ6vRlomIiOyJwQ7ZHUZURo1OQECAxMbGipeXl5QvX14FQZwolIiI7I3BDpUJFCN/9NFH0qZNG6lTp46aJZ0ThRIRUVlgbywq04Dn5ptv5kShRERUphjskK4mCkXBMoqZ0cTFYIiIiGyBwQ7pbiweBDwIdNDM1b59e0cvFhEROTnW7JCuxuK5cuWKVK5cWV1rgQ8REVGZBjtDhgyRjRs3luqPEllD0xUCm2rVqom/v7+6xm12TSciotIqdrCDrsNdu3aVBg0ayBtvvCHnzp0r9UIQaTU6+D4lJSWpa3RVj4mJYXaHiMjGol1srsJiBzvLli1TB6LHH39cvv32W6ldu7bqZfPdd99Jenq6fZaSDE+r0alQoYJcvHhR3RcXFycvvPCCjBw5UtXzEBFR6W3evFntV0ePHu0y+9cS1eyg2/DEiRNl7969ap4jjJny4IMPStWqVWXChAly9OhR2y8pGR6KkefPn68yhsHBweo+1u8QEdlOtIvWR5aqQPnChQuyevVqdfHw8JDevXvLvn37pGnTpjJjxgzbLSW5VIYHgQ7mzmL9DhGRbV1y0frIYgc7aKr6/vvv5fbbb5datWrJkiVLZPz48XL+/Hn54osvZM2aNbJ48WKZMmWKfZaYXLJ+B7c5tQQRUenqc8JddP9a7HF2qlSpIllZWXLvvffKjh07JCIiItdzOnXqJKGhobZaRnIRlgMKon4HqVXU76COh1NLEBHZZvyycS64fy12sIPmqbvuukt8fX3zfQ4CnRMnTpR22cjFf5Co3+HUEkREpa/PqVatmsri4Db2ra62fy12MxYKkQsKdIhsVTAHDRs2dIkfIhFRWdbnlCtXzqX2rxxBmRzOVQvmiIjsyVXrc/LCYIccjj9IIiL7j19WwUXqc/LCiUBJNz9IVyuYIyIqi/HLmjZt6lL1OXlhsEO6wB8kEZF9lCtXzuX3qQx2SDf4gyQiIntgzQ4REREZGoMdIiIiMjQGO0RERGRoDHaIiIjI0BjsEBERkaEx2CEiIiJDY7BDREREhsZgh4iIiAzNocHOxo0bpW/fvlK1alVxc3OTZcuW5XjcZDLJyy+/LFWqVBE/Pz/p2rWrHD16NMdzrl69Kvfff78EBwdLaGioDB8+XBISEsp4TYiIiEivHBrsJCYmyg033CBz5szJ8/F33nlHZs2aJfPmzZPt27dLQECA9OjRQ1JSUszPQaBz4MABWb16tfz8888qgBoxYoTohcnk6CUgIiJybQ6dLqJXr17qkhdkdd5//3158cUXpV+/fuq+//3vf1KpUiWVAbrnnnvk0KFDsnLlStm5c6e0bNlSPWf27NnSu3dveffdd1XGyJE2702RX/bUke49TOLl5dBFMazo6Gi5dOmSeeZ0IiIip5kb68SJE2oGbDRdaUJCQqRNmzaydetWFezgGk1XWqADeL67u7vKBA0YMCDP905NTVUXTVxcnLpOT09XF1tY/1eyvL0wRrKyQuXNL67KCw+HiYeHmxiN9nnZ6nMrji1btqjgNiYmRn0PxowZI+3atTPM+pUFo6+fK6wj18/5GX0d0+24fkV9T90GOwh0AJkcS7itPYZrnNFb8vT0lLCwMPNz8vLmm2/K5MmTc92/atUq8ff3t8nyn70aKG5ST7UUbv47TSa+e1C6Nz8lbsaLdxQ0I5Yl1GXNnTtXBarly5eXI0eOyPPPPy+jRo2SwMBAp1+/smb09XOFdeT6OT+jr+NqO6xfUlKScwc79vTcc8/JxIkTzbdxwKxRo4Z0795dFTrbyvURiTLlkxjJNLnL4fNhUrd2dRl7d7AqxjYKRNX4Anfr1k28yrCtDsENitZr166tAtRq1apJZGSkRERESMOGDZ1+/cqK0dfPFdaR6+f8jL6O6XZcP61lxmmDncqVK6trHMDQG0ujHdC056Bew1JGRobqoaW9Pi8+Pj7qYg0bwZYb4ubmAdIrYo+s2FtXsrJEVmxJEj9fDxk1KNRQAY89PrvCILhBBu/ChQvq/7iuUKGCqtOyx3KU9fqVNaOvnyusI9fP+Rl9Hb3ssH5FfT/djrNTp04dFbCsXbs2RwSHWpy2bduq27hGvcauXbvMz/n9998lKytL1fboQb3wWHnmQQQ32be//z1ePlse6+jFcnooRh43bpwKcNBkiWvcZpEyERHpKrODuotjx47lKEres2ePOmOvWbOmjB8/Xl577TVp0KCBCn5eeukldebev39/9fwmTZpIz5495dFHH1Xd05EqGz16tCpednRPLEsdb/KTjCx3mbbwqrr91co48fV2k/t7hjh60Zxa+/btpWnTpnL58mWpWLEiAx0iItJfsPPnn39Kp06dzLe1OpohQ4bI559/Lk8//bQaiwfj5iCDc8stt6iu5r6+vubXfPXVVyrA6dKli+qFNWjQIDU2j970ahsoaWkmmflttLr96U+x4uPtJnd2tl2NkCtCgMMgh4iIdBvsdOzYUY2nkx/UtUyZMkVd8oMs0KJFi8QZ9OsQJClpJpm/NEbdnvtdjPh4uUnfW4McvWhERESGpduaHaMa3C1YhvS51nz1/jfRsmp7okOXiYiIyMgY7DjAQ72D5Z5u2dkcJLbe+V+UrN/FgIeIiPIfLR5DbuCaik+3Xc+NDM1zj/YPVU1ayzYkSJZJ5LUFUer+DjfZZlBDIiIyhs2bN8vMmTNVoKP1REUHDSo6ZnYcBIHN6LvKSe/2Aeo2xuGZ+tkV2bi7aKNBEhGR8SHAQaBz5coVNRwLrrXAh4qOwY4Dubu7ycR7w6RXW4uA51MGPERElA0D5yKwweCp2mjxuI0hN6joGOzoIOB58v4w6XFzdsCT+V/As2kPAx5bYDs3ETkzzP+Ipqtz586peaBwjdsYW4yKjsGOTgKepx7IGfBM/uSKbN7LgKc0gQ3auUeOHKnGYcI1bhMROdN+jKPF2wYLlHXC47+AB72z0BVdC3heebSCtL+eRcvFLeAbOnSoLFiwQLVvI+2LsyE8jhGXuZMgIj3asmWLzJkzJ1chMkeLLz1mdnQW8Ex6MEy6ts4ObjIyRSZ/fEW2/M0MT3EL+DCKNtq62c5NRM4A0yfNnj0730JkBDgNGzZkoFNCDHZ0GPA881B56drqWsDz6sdXZOu+ZEcvmlMV8CUnJ4ufnx/buYnIKcTGxqppkXiCZh8MdvQa8AwpL11yBDyXZRsDniIX8OG+sWPHsp2biJxCSEiIhIaG8gTNTlizo+OA59mHyqsBB9f9mSTpGSIvf3RZXhpeQW6NYA2PJa1tGylfy8AG7dw333wz27mJSPcCAwNlzJgxqmaHJ2i2x2BHxzw83OT5IeXV/xHwqBqeT67ICw+Xl04ts3tuUbb8Cvg4KzoROYt27drJ9ddfzxM0O2Cw4wwBz8PlxcvDTfXSwsCDry+IkrQMk/S4OdDRi6crxQls0BaOWh+tCYyISA94gmYfDHacpEnr6QfDxMtT5JfNiapp652FV1XT1u23MOApLs4zQ0TkWlig7ExTS9wXJgM6Zgc3GI9n+qKr8sO6eEcvmlM5ceKEvPbaa3LhwgXOM0NEZY6jujsGMztOOHmol6ebLF6THeR8sCRa0jNMMrhbsKMXzykyOgh0duzYoYoBw8LCVPdOFAOijZypYyKyJ2aVHYeZHScMeEYOCJUHel0LbuYvjZGFv8Y6dLmcZeBBDNyFQCcuLk727NkjJ0+eZPdOIrI7zl7uWAx2nDTgGdY3VIb2DTHft2B5rHz6U4yY0L5F+Q48WLt2bYmIiJDg4GBz4GPZvZMpZiKyB85e7lhsxnJiD/YKEW9PN5XZga9WxklaukkeGxiqAiLKe+BB7GRq1qypAp25c+dKnTp18k0xt27d2tGLTkQG3AfhGmPpMKtcNpjZcXKo1Rlz97VakyVr4+XdL69KZiYzPJasZw6uUqWKvPjii+ZAxzrFjAJm1PegoJmIyJb7oDNnzoiPj4+asJi1gmWDmR0DGNAxSLy93FTvLLRi/bo1URKSs+SFoRXU/ZStoJmDLVPMCHiOHz+u5tfCiKadOnWS3r17O3TZicgY+yDUC2KiYuxfFixYoJrUmUG2P2Z2DKJP+0A1lYSnR/btP/YkywsfXpbk1CxHL5qu5DdzsJZi/vvvv2XDhg0qIEpNTZXz58/L8uXLWcNDRKWG/QgCHOxbatSowSLlMsRgx0A63uQvrz1WUXz+y+bsOpwik2ZdkvgkBjyFQaCDlDIyPOnp6eLt7a2KCDETMS4sIiSi0mKRsuMw2DGY1s38ZNrYcAnwyw54Dp5IkwnTI+VqbKajF0336tatK/Xq1VNNXEgtBwUFSXx8vAp8WERIRLYsUo6JiZGjR49KQEAA9y9lgMGOATWv5yPvT6gk5YKyN++/59Nl7PRIuRiV4ehF0/2OqGrVqqpAGQEOMjrYEfXt25dFhERUJAUNX6EVKcP69etVBwjU8Bw6dMgBS+paGOwYVL3q3jLzyUoSHpZdxHP+coaMeTdSTl5Id/Si6Za2I6pfv77qpdWmTRuZN2+e3HTTTY5eNCJyAhi+YuTIkTJ69Gh1jdvW0EkCmWPsYzp06KDumz17thr3i+yHwY6BVQ/3ktlPVpKalbI73UXFZsr46ZFy+GSqoxdN170l5s+fLx999JEsWrRIevTo4ehFIiIDjZCMup3ExERp0KCBOsFC3Q6atJBJJvthsGNwFct5yvsTK0nDmt7qdlxilkyceUl2HEh29KI5VY8tjqxMRLYoPras20lKSlLXoaGhEhJybUR8sj0GOy4gNMhD3hsXLjc08FG3U1JNqlv6qm1MmxYF2tNHjRpVYGqaiFxbXkFMXvPuWQ9wimuM54UR3cl+GOy4iAA/d3l7dLjcdqOfup2ZJfLW/67K16viOJ9WAXBmhnF2OHkfERVmwIABqh5HC2Is593Lq7l8zpw56rpdu3YOWV5XwhGUXQhGU8bAgx8siZYfN2RndT5eFiNXYjJk1J3lxMOdoy1b09rXmzVrZk5NY0eG1DR7aBGR9bx66ME5bNgw6dmzZ4H7CDymPY6xvci+mNlxMQhoxt5dTobfca19eOn6BHntsyg1iSjlTk1j51VYapqIXJN1YTK6ki9dutTRi0VWGOy4IMyIfn/PEHn6wTBx/+8bsOGvJHnmg0uSwNGWc0Bgg3F2LNvX80tNE5Hr4ajIzoHNWC6sZ9tAVbw85ZMrkpJmkr1HU1XX9DdHV5SKofxqaJo0aaLS0ugeaj2BKBG5NsvCZAQ6J0+eVMXGXl5ejl40ssDMjou7ubmfvDc+XEICr422jMEHT3HwwSJNIEpErs2yd9Xhw4dVsIMmrWeeeYY9N3WEwQ5Jk9o+MuvJSlKlfPZoy5euZsqYdy/K7iMpjl40IiLdQ++qt99+WwU8tWvXlsaNG7Pnps4w2CGlRiUvmf1UZalfIzv1mpBsUjU8v3EsHiKiQqWlpUlGRoYKdli7oz8MdsgsLMRDTSDappmvup2RKfL2/67KguUxHIuHiMgGgwqSYzDYoRz8fd3ltccqSr8O10bzXPhrnLzxObumExHlJ6+RkdlzUz/Y5YZy8fDIHounWkVP+fB7ZHVE1u5MUrU8U0ZWkJDA7NoeIiLKWbuDWc3RdMWem/rCzA7lOxbPnZ2DZfKjFcTHK3tk5X3HU1VPrbOX2FOLiCgv7LmpTwx2qEC3RPjL+xPDJSw4+6ty9lKGjJ4WKfuOsacWERE5BwY7VKhGtXzkg0mVpXaV7J5acYlZ8tSsS7J2Z6KjF42IiKhQDHaoSCqX95RZT1WSFo2ze2qlZ4i8viBKPluOWdMdvXRERI6DLuZHjhzhmDo6xmCHiizQz13efKKi3H7LtZ5a365JlOW760pSimvPqcWdHZFr/s4xSvLIkSNl9OjR6pqjJusTe2NRsXh6uMmEe8upJq2530VLlknkxOUQGT8jSl4fFS5VK7jGVwo7O0wAiLE1Dh48aB4pVet+il4ZRGQcCGKsf+foeaXNeI5BBDG2Dm7jfhYo64trHJnI5j21BnYKkpqVPdUkohht+dTFDBn19kV59dEKEtEwu6nLFXZ6AQEBEhcXp+7nzo7ImPBbzyuoeeqpp3LNeI4xdtD1nL9/fWEzFpVYyyZ+MnNiBSkXkGIuXJ4065L8tDFeXGGnV7lyZbVjO3DggBpTg0PEExkTsrjWQQ1u48SPoyY7BwY7VCrVwz1lcJsj0rKJj7qdmSXy/jfRMvObq5KRaTL8Tq9mzZrq/lOnTnFnR+RiU0HUr1+foyY7CTZjUan5eGXJlBHlZMHPibJkbXZW58eNCXLqYrq88oixRly23Okh4EGGp1mzZhIcHJzvzs6yvoc7QSLno9XoIKtr/TvnqMnOgcEO2YSHu5s8Pqic1K3mJdMXXVVd0/f8k6rqeCaPqCj1a3iLkXd6+e3s8ipqZPEykfMpKKjB/xnk6BuDHbKpHjcHSvVwL3n5o8sSHZclF6IyZfS7kfLkfWHSrU2AGHmnZ72zy6+okcXLRM6JQY3zYs0O2Vyzuj4y75nK0rh2djYHs6W/+UWUzPoWGR+Ty8x/k19RI4uXiYjKFoMdsouK5Tzl/QmVcgxAuGxDgkx8P1KuxGSIKxc1sniZiKhsMdghu/H2cpOJ94XJk/eHidd/DaYH/k2Tx9666BITiWo1OuypQUTkWKzZIbvr0z5Q6lXzklc/viKXojPlalyWTHz/kipoHtAxUI1VYVTsqUFE5Hi6zuy8+uqr6kBoeWncuLH58ZSUFHniiSekfPnyEhgYKIMGDZLIyEiHLjPlrXFtH5n3bGW5sdG18Xg+WBKtanlS0ow9r1ZR6nuIiMhFgx3AGCYXLlwwXzZt2mR+bMKECbJ8+XJZsmSJbNiwQc6fPy8DBw506PJS/kKDPOSd0eEyuGuQ+b41O5Jk9LRIOROZ7tBlIyIi49J9M5anp6calt9abGysfPrpp7Jo0SLp3Lmzum/BggXSpEkT2bZtm9x8880OWFoqjIeHm4wcWE4a1faRdxZGSUqqSf49l67qeFDf06WVMbqnlxYHIiQiIzE5uCOu7oOdo0ePStWqVcXX11fatm0rb775phqif9euXZKeni5du3Y1PxdNXHhs69atBQY7qamp6qLRJnLE++FiK9p72fI99aak69j+Oi+ZNbG8vPZZjJyOzJDkVJO8viBKdh9JlscGBIuPtz7qeByxDbds2SKzZ8+WmJgYCQ0NlTFjxki7du3s8rf4HXV+XD/nP4Ew+jZctS1efvyrnnTpkmbz9y7qZ+ZmMjk63srfr7/+KgkJCdKoUSPVhDV58mTVfXf//v2q+Wro0KE5ghZo3bq1dOrUSd5+++0Ca4HwXtaQJcJ4KFR20jPcZd2h6nLofHnzfRUCk6V3xAkpF5Bz27oCfN/nzp2rAnDUokVFRampKEaNGqXq0oio+A4dOqSOGYmJiRIQECB9+/ZVrQBk//37+sPV5eC57P17q7oXpV2DCzb9GxjW47777lOtPdhXOmVmp1evXub/X3/99dKmTRupVauWLF68WPz8/Er8vs8995xMnDjRfBsHlho1akj37t0L/LBKEnGuXr1aunXrJl5eXmJEtljHfneIrNqeJB8siZXUdJErCX6yZGczGTc4RDq1KPl2dsZteOTIEfXdrl27tnkgQhTdR0REqCJnW+N31Plx/QrP6CxcuFC9FjWgOGH+888/ZdiwYbrJ8BhxG548ny6vf56dudeEVqglvXpF2LQHrtYyUxhdBzvWkNLHDv/YsWPqS5GWlmZO9WtwYMirxseSj4+PuljDl8weXzR7va+elHYd+9wSIk3r+smUT67IqYvZzVpv/S9G9v+bIU/cGSo+3o6tpS+rbYjgJiwsTGUy8X9cY3weNOXa8+/zO+r8uH75Bzs468cJLU4gcI1xr3DsQJOWnhhhG5pMJvllc6LqbYvR88HX201ua3RCnry/rc3Xr6jvp/veWNYp/uPHj0uVKlWkRYsWaiXXrl2b46z49OnTqraHnE+dqt4y95nK0t1iDq2fNyXIEy7UW4sDERLZllajc/LkSfWbwjVHMrePxOQseW1BlJoMWgt0MDn0B09VkCZVo8WRdJ3Zeeqpp1TbKpqu0K38lVdeEQ8PD7n33nslJCREhg8frpqjcCaM5icUciLQYU8s5+Xn4y7PDikvEQ19ZOY30ZKant1ba+RbF2XM3eWk580Bhh6EEDgQIZHt4PeDOs433nhDDh48qLI7qPHg78q2/jmdJlM/vSLnLl9rtrrj1kB5fFCouLtlyj5xLF0HO2fPnlWBDYo0sdO/5ZZbVLdyLSKfMWOGuLu7q8EEUajco0cPVdxJzq9n20BpVMtbJn98RbX5oov6tIVXZceBFNVFPcjfqZKSxcbZlYlsA81Y69atU3VwODG+evWqun3PPffwN2YDWVkmWbw2Xj77KUYyMrPvC/B1k6ceKC8dbsru8JOe/t8DDqTrYOebb74p8HF0R58zZ466kDGbtT58trLMWRItK7Ykqvs2/JUkB/9NlecfLi83NPR19CISkc6huzkCHq3oH60AaM5C5pTBTulcjs6Qt/6HIUOu9ZzFSepLwytI1Qr6Ci+MfXpMhmjWwhnCq49WMGdzLsdkysSZl+STH3EmoduRE4hIRzU76IWFbsq4Zs1O6a3/K0keef2iOdBBdcE93YNl1pOVdBfoAIMdcgq33egvHz9fWSIaZPeiw+hQi36LkzHvRsq5S65RvExEpS/6R2ZnwIABjl4sp5WUkiVv/y9K9ZyNT8qe17BiqIe8Ny5cRvQPFS9PfdZUMtghpxEe5inTxoXLo/1DxeO/b+6RU2ny6JsX5detCarLIxFRXkX/8+fPV2PrwGeffSYjR46UzZs3O3rRnMrBE6ny6BsX5bdt2WUF0PEmf/nkxSoSofOyAgY75FQ83N3k3u7B8sGkSlI9PDtVqhUvT/7kisQmOL4QjojKDupxMOwIrgt6DqYe+vbbb9UgdBiL7cqVKzJz5swCX0fZMjNN8r8VsTL2vUi5cCW7t5Wfj5s8+1CYvDS8vFN0GNFfwxpRETSq5SPzUbz83bXi5Y27k2Xf8Quqt1b76zntB5HRITOjBSxacxWyOHk9B717MU4bRiPXRidnoXLhMMYZmq0Onrg2r1XTOt7y/FD9FSEXRP/hGFE+/HyvFS8HB2R/laPjsuSleVfkrS+iJOG/9mQiMh4EOAhikKHJL1OjPQcjkWNstszMTNm9e7e6n4XKhXcp/+73ONVspQU67u4iQ/qEyMyJ+ixCLohzLS1RPsXLzer6yHtfRcm2/SnqvlXbE+WvIyky6YEwadXUsfNrEZF9upTjgiAGg83mlanB4ydOnFDXCHQ8PT3VNEPI8lSvXp2jk+fj3OV0eWfhVdl37FqX8moVPdWAr9jXOiMGO2QI5UM85PXHK6rCOYzLk5hikisxmfLMB5el7y2BMnJgqPj7OmciE2eh2FlrXWiJSOTff/9VzVKYyTwoKEjKly8v9evXV9MIoYYHvxdvb28VAGGqIcyhiOeiCWvq1Kly00038feURzbnpz8S5KOlMZKSdq3Dx8COgTK8X6gaCsRZMdghw8A0Ehh5+aZGvjLty6uy63B2lmf5pgT581CyPP2g8w1EWJSaBCJXg9/DggULVBMURtGPj4+XrKwsNQ3EM888Y/69oIs5mrhwsoCZxdHtHEEQJgNloJPTxagMeWdhlOz551o2p0p5D6fcb+aFwQ4Zsov6O2MqyvI/EmQezlBSTXIhKlMmvH9JBnYKkuF3hDjFGYplTQJS9KgxwG3Mm8UdNbkybVTkZs2aqSYs/B+/E0wMjamDtN8Lel/h/xhtX5sqAhNJs07nGgzZgQmX5/0QI8mp17I5/W4LVOPmoDbSCIyxFkR5ZHnuuC1IPnmhilxf/1ob8w/r4mX4axdk58FkcZYdOnbWWu8R3EZNApErdzNH85Q2KjJqcZDZQdYmOTk5x+8FzVaDBw9WAQ5GT8Y163SuOX8lQ56efVlmfB1tDnTCwzzk3bHhMu6eMMMEOsDMDhkaegxMHx8uP6yPl09+jJW0dJNcjMqu5enW2l9G3VlOQgI9RO/D3GtnqhgFlmel5Iq2bNmi5kHUmqgwkzkm9ERNDn4XQ4cOVU1b1r+Xnj17qgtOEvDbYaAjatyc736Pl89/jpXU9GvZnD7tA+SxgeUkwM84QY6GwQ4Znru7m9zZOVjaNveT9xZdNbdJr96RJDsPpsgTd5WTzi39VTZIT7QaHTRdaTt0npWSK0KB8cKFC1UzlBbIINB5++23VS2OFsQgu5Pf74W/m2z/nE5TPVePnrk2zQ6me3jK4D1XGeyQy6gW7qXmb1m5NVE+/D5aEpJNEpOQJa8viJI1OxJl/L1hUilMXz8JFCOjRodnpeSKtPFwME5OTExMjiYqBDQIdBo2bGh+Pn8v+UtJy1KZHGR0sv4bggznd/07BMrwO5y3t2pR6WvPTmRnyN70ahcorZv5yezFV9Woy7D9QIoMnXpBHrkjVPp1CFTTUugFdtjcaZOr0XoiIpuDmhw/P78iNeny95Lbn4eSZcaiq6qjhqZOVS958v4waVrHOcfNKS4GO+Sy4/K8+mhF2bQnSWZ+Gy1RsZmq19YHS6Jl7c5EmXBvmNSv4e3oxSQyvLzGkbLsiYii4sjISJXRQTMVm3SLDnMFzv0uWjXZa7w8RR7qHSKDuwWLp4d+TursjcEOubRbIvwlopGvfLw0Ro3HA4dOpsljb11UGZ4HewY4ehGJDCu/caQseyKi2zgGDEQX8xdeeEGNmMwmqsIHB/x1a6J8vCxG4hKvTZsT0cBHJtwXJjUqeYmrYbBDLi/Qz13tADq38pfpi67KmcgMyTKJLF2fIOt3JUmr2uWkl+lajwW94QjL5IwKGkfKsiciMjtRUVHSqFEjNUIy7te6oPM7n9uRU6kqW3345LWJOwP93FQvq17tAnTXEaOsMNgh+s8NDXzVuDxL1sbJl7/GqeHSo+OzZNW+2nJh9lVVwFynqrdhRljWij/R04VID+NIaXNboehY64mIJiw0X40ZM0Z9xzmqeP5NVp/9FCs/b04Qy3Mz9DQdNaichIXoc4iNssJgh8iCl6eb3NcjRLq0ClBzbG3am13AvO94mpr9d1CnIDXrrx56LpRmhGXL4k8MxIZJETt06FBmy05U2DhSWs+q8+fPy549e6Rdu3YcVTyfJqsVWxLlkx9zNlnVquIl4waXkwgDTPVgC47fYxPpELqgTxlZUV4bWU5C/LLH5UF3zSVr42XI5Auy7s9ENcy6M46wbHnAqFSpksTFxcns2bPV/URlRcvKIMDJr+gY/0eWJzAwUN3mqOK5m6xGvxupmt+1QMfPx00eHxQqHz9fmYGOBWZ2iArQqqmvPND+kMR53SLfrE6Q9AxRPbemfhYlyzYmyBN3lpOGNb2daoTlvIo/MYYJDhiuenZMjlHccXE4qni26PhMWbA8Vn6xarLq0spfRg4IlQqhPLRbY2aHqBCeHiZ5oGeQLHi5qtzc/NqZ0r5jqarX1tv/i5IrMRm6PDMu7ICB+YJQ/BkaGupyBwzSBy17k9f3VitE1urKSvqdNwpMd/P1qjh58JXzavJOLdCpXcVLTYvzwtAKDHTywU+FqBjzbL3+eEXZui9ZzRB89lJ2gPPbtkTZ8FeS3NM9WO7uGiS+3mV3DlGSEWMtp6GwLv4k0ov86spccZRkNJljH/PRshg1t58GTVYP3x4iAzoGudSYOSXBYIeoGNBts931/moOmR83xsv/folV006g5xaGYv9lU4I82j9U9YDAnFxloSQjxuZV/EmkF9aDCv7999+qruz66683f99dIciBQydSZc530XLwxLWu5Ni19G4fqAKdsGDX7mVVVAx2iErYawuTi3ZrHSBf/BIrP/2RoAqYL8dkyhufR8nS9fFqRvVmdX10O+4OHkPh57Fjx8p0+YgKw7oykcirGaqH1dqd10Y/hhaNfVUBct1q+hoGQ+8Y7BCVQkigh4wdHCb9bguSD3+Ilh0HUsyjMI95N1JujfCTYX1DVTfQslCcMUg4zg7pVX6DCrpCXVlCcpZ8uypOlvwer2p0NDUrecpjg8pJm2a+LjswYGkw2CGyAQQzbz0RLjsOJMuHP8TIqQvp6v4/9iTL5r3J0uPmADU+T7gdZ1XPawySadOmiZeXlzRo0CDHGTHH2SE9c8W6svRMN1m8NkEWr0mU+KRr4+UEB7jL0NtDpM8tgazLKQUGO0Q2hNnUkWbGKKYLV8TK1bgsNfUE5qlZszNR+ncIkvt6BKuMkK1Zj0GCIGfr1q0yfvx4FcxoWZ7C6iGI9MBV6soyMk3y86ZE+eKPZpKYGp9jws6BHYPk/p4hEujPjtOlxWCHyMY8PNxUs1b3NgGydF28fL06ThKTTWqMHgxKuGJzgtzdLVju7BQkfjYcidky9Y90/+7du9X9CHQQ2GgjzbIegpyFkevKMPLxul1JsuDnWDl/GT07s5u60UKFWkBkgqtU4CHaVvhJEtmJn4+73NczRG6/NVC+WRUnP6xPUG3wiSkmNSDYsvXx6qzt9lsCxdvLzaap/zNnzqh2/YiICHW/j4+Ped4hV66HINJDN/Jt+1Pk059i5N9z2c3dmvbX+8iwO8rpbg4+I2CwQ2RnwQEeMmJAOTUWxv9WxKomLfTcwiSjHyyJlm9Wx8m93YOlT/vSBz1a6h9nwq+//rqaCgIDB1qONOuK9RBEeghydh1OUb03D/x7rRs5RDT0lkbl9smw+zqq5meyPQY7RGWkYjlPefL+8nJ312CV2Vn/V3aX0isxmTJ7cbQs+k0LegLEpxQDEyJoadWqlUyaNEkFNHmNNJvfJItF6bJORMULcnYeTFEnOpZj5UDj2t7yyB2hcl09D1mxImcXc7ItBjtEZaxGJS95+ZEKcs/pNLUD3PJ39szqmHMLmZ5Fv8XK4G7B0vfWwFKNxlzYSLOW9RBbtmyROXPmFKnLOhEVLcjZvj9F/vdrrBw+mZar9+awviFyyw1+qrk5PT1ncxbZHoMdIgfBBKKvPVZRjp5JUz23Nu3NDnrQg+vD72NU89bgrtlBD+p/SqIoI81inJ2FCxeqbuhal3WtmJkZHtfDDF/pC4+37k+WL1fEyZHTOYMczGH1UO9gue3GshthnbIx2CFysAY1vGXKyIpy/GyaLPw1Vjbuzg56ouOy1BxcKG4e2ClI+nUIkiA7dEGNjY1VvbG0Luu41oqZebBzLcUZlJJydyH/fWeifL063jzOlqZuNQQ52ZkcBjmOwWCHSCfqVfeWVx+tKCfOI9MTJxt2J6lZjWMSsuSz5bGyaFWc3N4+UO7sHGTTwQlDQkLUrOfI6GiZHa2YmVxHXoNSMsNXuOTULDWcBIaVuBR9bZJOqF/dSx7sHSLtr2eQ42gMdoh0Bt1OUdODoOerlXGyfleSGpgwJdUk3/0er+bd6tIqQAZ3C7JJF1XU7aA3Fmp28ipmJtdgPSglM3wFi03IVL/FZRsSJC7x2ojH0Kyut+ps0Pa67JoccjwGO0Q6hUDmxWEVZNgdGbJkTZzqso5xejKzRFZtT1QXzJNzZ5dguamRT6l2quiNhRGU8ytmJuOzHH8prwwfa3mynbyQLj+si1e/P8u5q+Dm5r4qyLmuvq/Dlo/yxmCHSOeqVvCUcfeEqRFVtTNJbe6c7QdS1AWFj6jr6dbav8Td1otSzEzGZTn+knWGz9VredCz6s9DKSqzim7kltzdRTq39Jd7ugVzJnIdY7BD5CRCgzxkaN9QtVNdsSVBzYp86Wqm+Wxz+qKr8smPMWpE5n4dAqViKH/eVPrhCly5liclLUvW7EiS79flLjr283GTXu2ya+gql+dvTe+4hYicDObTGtQ5WE0q+sfeZPn+9zjziKyoHcDghN+ujlPdW++4NVCub1C6Jq6yxuYSx7LO8LliLc+ZyHRZ/keCrNyaIAnJOZuqKpf3UKOhI9AJ9OMEnc6CwQ6RE0842vEmf3U5cipVnX2imDkjU1RdDyYZxKVWZU/pe2v2xKR6nz3Z1ZtLnLGWxygyM02y+e9kFeRgWgdr19XzkUGdg6T9DX7iwZ5VTofBDpEBNKrlI88/7CMjB2TKTxvj1Q4bXdbh1MUMNTLzx8tiVG3BHbcFqufrTWHNJcz46K+Wx5Kzbp9LVzNk5bZE+XlTgpq6xZKXJ+pxAqR/B33+ZqjoGOwQGUj5kOy6Hsym/seeJBX0/H0sVT2Wmm5SPbpwqV/DS3reHCgdbtRPQeXRo0fl7NmzUqNGjVzNJQcPHmTGx4EKm3rE2TJy6RkmNU3Lr1sSVOExhnawVLWip2oC7nFzgIQEejhqMcmGGOwQGRBmT8dYPLhgvB6cta7aliiJKdl79WNn0uWDM9Ey/weR2hVrS8U6KdKmuWeZpeetswA4WE6bNk2OHz+u5uq68cYb1XxByCJgFmhXLZDVk/x66zlTATN+Cyu2JMqaHYkS+1/mU4Ov/s3X+Um/2wKlRWNfDgJoMAx2iFxgvJ4xd4fJI/1CZd2fSbJ8U4IcOZVd0JyeKXL0Yjl5cV60VAiNkx5tAqRbmwCpWdnLbstjnQUYOnSoLFiwQOLi4qR58+ZqFvbdu3ersX+QIUhLS3O5AllnovcC5uj4TPW9X70j0fy9t1QpzEN6tg2Unm0DpJINRyYnfeGWJXIRmEy0d/tAdcEZ7sqt2QMTame4qFf46rc4dWlQw0u6tg6Qji38bdqFPa8swKxZsyQ5OVl8fHxUVsfT01MyMjKkT58+qinkxIkT6r6TJ09K7dq1DVsga0/2rKfRYwEzpnBAMxUCHNVMlTOJo2pxbo3wVz2qbmzowyyOC2CwQ+Si2Z7HB3nLw30C5MOFW+RKehPZcTDVfFA4eiZdjp6JURORRjT0kS4tA1RX9sJ6c1kfVK1v55UFOHPmjApmkM1xd3dX3eQ9PDzkl19+kerVq6usD4IjZAtSUlKkTp06hpnOwt5FvXj/lStXyrfffiuJiYl2qacpagFzWdTh/HUkRdbuTJRNe5PV9CrWUKvWq22gdGnlL8EBrMVxJQx2iFyYp4eb1AuPlTG9wyQ+yV1+35Uoa3ckyZHT2el+TES6+0iqusz89qqqZUDQ0+56v1wHC+vmqU6dOsm6detyFK1qdRyWWQAc6Lt16yb79u1TgY6fn580aNBAzcSOrE9qaqo0btxYfH191Txeb7/9tgp4nJ29i3q1OqitW7eqEYBRB4Wgsbj1NEUJyAorYLYXTNfw1+EUNWnu5r1JucbEgfAwD+mq6tf8bTKXHDknBjtEpISFeMidnYPVBYOq4Qx57c4kOXc5Qz2eniGybX+Kuni4i9zYKDvwwbgjkhGXo3kKTU5vvPGGanbSmp7w+Pz58/PMAuBAiUwO7qtZs6Z6HwQ9aN7SemfhffA4Cpednb2LerX3x+eFbBmCHfR2a9mypXqsqPU0xQnIymq6EQQ4fx5Klg1/JcmWfcmSmEeAE+jnJh1bBEjX1v7SvC6bqYjBDhHloUYlL3n49lA1HxeKOtfsTJKNu5PM45Bg0ELUQuDy/tci9apmSpSplYRXPyf+fsnqoIfu4uXLl89VtJpfFmDSpEnmA2twcLCq2UEApKdaEGcp6tXev1atWuo90YSFwPH06dMqmCzKZ6inXlZJaZ6yanuSbD+QJn8eTsmzicrf103aXeenAvDWzfxUj0QiDYMdIsoXmpUa1/ZRl1GDQuXQyTQV9GAMn4tR2YEPxig5es5DpOJguSQiUVlXJM1nh5Sv4SZRUTESFBSUK1DJKwugBUFajcnixYslMzP7bziyFsQedTf2LurV3h+BTv369VU9FLZl5cqVi/wZOrKXFTJRpy9mqMzN5r2JcvBEcxGJzfW8AAQ41/vJbTf5S6smDHAofwx2iKhI0BTQrK6Pujw2MFQVMSPwweXspeymLsh0ryAeFXtL9Yq9xS0rWc4n7pfAaifloQfaF2nU3aVLl6pu6FoQgCzPCy+8oA7acOTIkXwDC7wfmmsAdT/2PiiXtO7G3kW9lu+PZWvVqpV07txZBg4cWOR6p7LuZRWflCW7j6TIzoPJKmMY+d8kt9muBTGhge7Spnl2Bgc1ZAxwqCgY7BBRsSFL0LCmt7pg/J7Tkemy9e9k2bQnXg6dzJAsU/YByOTuJxLUShKklUz/UWTx1vPSoomvtGzsKynRe2T+3PdzBAo4mOaVTQgJCSl0FGUEHi+99JIcOHBA3W7WrJlMnTpVWrdubZfPoLTNPPYu6rXOlOF6+/btugnIMjJNqolUC24On0zLNZKxJiwgWbq1rSDtbwiUJnW8OTcVFRuDHSIqtZqVvKRmNy8Z3C1Y4hIzZefBFNm6L1l2HEjO0UMGGaCzlxLkxw0JIqYqIgGPS2DQOblyaZfMmDVfpr01Oc9sgvUoyiiAfu2112Tu3LkqU4HAAz2P9u/frwpyAf/HfR999JFd1tkWzTyFFfXaomu6dabMUQGZFtzs/SdF9hxNlf3/puZZe6ONg4OJN5HBadXES/buXCW9e/dW3wOikmCwQ0Q2hS7p2lQVmVkm+edUWnYx8+EUOfhvqipuVtw8RPzqSYLUE6lxm1w1ZcnkL0Qa3PKKpO74Xi5c3mvOJliOoowDNwptExISZNSoUfLiiy+q5yEowPg86J4OeBwHaVzswd7NPKXtmo7Xbdu2TX0uec03ZquALD9JKVkqW3PgRKr8fTRVDiC4ScsndSMitap4ScsmvtKqia9c38BHfL2zg1b0vttb7L9OZNBgZ86cOeosDj/kG264QWbPnm239DURFQ2aG5rU8VGXB3uHqAPgnn9SZPOeWFm16axkela69mQ3dzl9SeT0pSCR4IdFgkXcQt3k98N+UqtSpgRWjJCTp3bJ6VPHVcCDWh4ENAgIMPYOgg+MwBwfH6/eLisrSwUeuOB+W7NnM09pm8i0QAmBDuYbw+eFZj171d1kZZlU1g6BzaETaSqoPXEhXY3TVNCktRiw8saGvirICedUDWRHhvh2oT164sSJMm/ePGnTpo28//770qNHD3MhIxHpg7+vu7S7HoMS+ku7ev/KjFmvSkxauHiHXiehVdtIZIx3jgPk5RiTrNuVlH0jdIx4hWRIlapHpGLCcakYnCxBXtFy9cJedfaPruuWNTuYZwv32bNI2V51N6VpIrMMlJDRQaCD12GkauwPSxuQZWaaVI1W9ijbaXL0dJocP5tmnmQ2PxVCPSSigY/c0NBXXWNmcdR+EZUFQwQ706dPl0cffVRNKAgIejA+x2effSbPPvusoxePiIoYKKDeZ//xVNl3LFV1c//ndFrOpg83T/EPayYS1kxSRdRF6mXJ1K88pWGtRnL/2EXikXFJwkMzpHVEbalQIczugxDaYzC90jSRWQdKyOgg0HnuuedUtruoy4ru31diM+Xk+XQ5dTFdTl5IlxPn0uX4uXQ1sF9BUD9ct5qXNK3jI01VDz5vqVqBwQ05jtMHO2jL37Vrl/oha1Cg2LVrVzVMel4w/DwuGpz5AHaKttwxau9lhBFfXXUduX72hfoarcYGy+DnLaogFRcti3DyQoYKfA6fSpfDp9LkTKRll+Ts5q9zl7Pk3OX/MkASqv71+jFBqoWnSI1wd0lLqCxe2+OleiUfqVLBQ0ICsufg0it8Jk888YRqjr9w4YKEhYWp27jfeltZb0MEM+i9hgDHMlDCdBF5vR5NixeuZMr5Kxly/r/rUxcy5HRkRp6jE+elQqi71K/uJU1qe0uT2l7SsKaXmnjWEiZ3dcbvaFkw+jqm23H9ivqebiaE707s/Pnz6ge9ZcsWadu2rfn+p59+WjZs2KC6Wlp79dVXZfLkybnuX7RokToTIiL9SstwlzOXRM5ecZekzIoSkxIsUfG+kmkqeJJSS94emRLsnyohfmkS4p8qQb7pEuCTln2Ni3e6/Nepy6FQkxQbG6uCFy0oLIpDhw7J8uXL1cjJAcGVpEPXAVKxSiNJSPGW+BQvdR2b7C0xST6SnFa8Hk4h/ikSHpwsFYOSJTw4STUn+nuXLJAhKq2kpCS577771O8EdXyGzeyUBLJAqPGxzOygbbt79+4FflgliThXr16tJjk0apdJo68j1885oFvzmcgMOXUx+6L9//zlDMmwSgRBWqaHXIn3V5f8mmHKBburIloMYhcS6C7BAdnXIf9dB/m7qykKsi/u4ufjJl6ebnbrRo4i4ORUk6qNSUrOksRUk8rKxMSly45dh6Vy9QYSlyQSm5AlMe6tpWbH++VqfJakZ7jJtosYhrp4fy+8nIfUquwpNSt7qmvt/1jXsmSU76grr2O6HddPa5kpjNMHO0jPortpZGRkjvtxG0Oj58XHx0ddrGEj2OOLZq/31ROjryPXT9+w6A1reUvDWrmDoFMXUmTZiu1SpdYNEnnVJBeuZKjLxaiMa93grWBwu6jYLHUp1nJ4Zhdh+3i7ibenm5pVHvelJCfIhQtnJSMtRby8zqs5q0JDy6libBwI0Bzv5Y0ZuT0lLcMk6ekmda39PzUdgU1BSfjqIkeS87i/4KY6BHMoFEY9TTVc//f/mpW9yjyoMfp3tCiMvo5edli/or6f0wc73t7e0qJFC1m7dq3079/f3OUUt0ePHu3oxSMiB0KwUbOSp9SvFCu9Owfm2DGiHuhyTHaNypXoDDXJKW5fu86Q6PisArtPW8PM8Mis5OYj4lVPxEsEFQbHLojIhRSLxz2wRP9dbAOZp7Bgd6lYzlNladAbKrycp1T87/+Vy3vmqqshMiqnD3YATVJDhgyRli1bqt4G6HqOtmqtdxYRkTUPDzd1wMclPwiIMGdTTEKWxCZkqkAG17gdn5glSalZkpyCpqVr12haQm8lBD7pmSZJS8+SrKyiF0OjbhpZIWSEMO8TmsZwHeDnLgG+7hLg56au/dVtN/HzETl57G/peOtNUiHUW0KDPFQzGwI9IjJQsDN48GDVffXll19WY1FERESoeWAqVbIYsIyIqAQBEYIHXFRapgRQqzNi5GNqBvgqVWtk964qX17GjhkjU6ZOkUrh4eLv7ydJSckSefGczPlgljRq1LDI749msBVJ0XJTIx9DN4EQlYZhcphosjp16pTqUo4eWBhckIiotBCsYIBSXJfk+ShGHj9urFQoHyKXLp6SCmEBMmHsSLmuWX0JC/GTC+dOSEpSrLoOKxcs4eH2mVWcyJUZIrNDRGQPxZ2fKr/n5zfSsj1nFSeiaxjsEBHZYH6qwp6f10jL9ppugogM2oxFRGRLec1Phdv5zaJe3OdrEOA0bNiQgQ6RHTHYISIqZH4qjNKKa9zOb36q4j6fiMoOgx0iojxoNTeopSlKTU1xn09EZYc1O0RE+ShuTQ1rcIj0icEOEVEB8iostuXzicj+2IxFREREhsZgh4iIiAyNwQ4REREZGoMdIiIiMjQGO0RERGRoDHaIiIjI0BjsEBERkaEx2CEiIiJDY7BDREREhsZgh4iIiAyNwQ4REREZGufGEhGTyaSu4+LibPq+6enpkpSUpN7Xy8tLjMjo68j1c35GX0eun/Mz+jqm23H9tOO2dhzPD4MdEYmPj1fXNWrUcPSiEBERUQmO4yEhIfk+7mYqLBxyAVlZWXL+/HkJCgoSNzc3m0acCKDOnDkjwcHBYkRGX0eun/Mz+jpy/Zyf0dcxzo7rhxAGgU7VqlXF3T3/yhxmdlC45O4u1atXt9v7Y+Ma8QvsSuvI9XN+Rl9Hrp/zM/o6Bttp/QrK6GhYoExERESGxmCHiIiIDI3Bjh35+PjIK6+8oq6NyujryPVzfkZfR66f8zP6OvroYP1YoExERESGxswOERERGRqDHSIiIjI0BjtERERkaAx2iIiIyNAY7JTC66+/Lu3atRN/f38JDQ3N8zmnT5+WPn36qOeEh4fLpEmTJCMjo8D3vXr1qtx///1q8CW87/DhwyUhIUEcbf369WqE6bwuO3fuzPd1HTt2zPX8xx57TPSqdu3auZb3rbfeKvA1KSkp8sQTT0j58uUlMDBQBg0aJJGRkaI3J0+eVN+nOnXqiJ+fn9SrV0/1kkhLSyvwdXrfhnPmzFHbzdfXV9q0aSM7duwo8PlLliyRxo0bq+dfd911smLFCtGjN998U1q1aqVGd8f+o3///nLkyJECX/P555/n2lZYT7169dVXcy0vto0Rtl9++xNcsL9wxu23ceNG6du3rxqxGMu2bNmyHI+jz9PLL78sVapUUfuYrl27ytGjR23+Gy4uBjulgAPEXXfdJY8//niej2dmZqpAB8/bsmWLfPHFF+qLjC9CQRDoHDhwQFavXi0///yz+nKNGDFCHA2B3YULF3JcHnnkEXXgbNmyZYGvffTRR3O87p133hE9mzJlSo7lHTNmTIHPnzBhgixfvlzthDds2KCmHxk4cKDozeHDh9X0KPPnz1ffsRkzZsi8efPk+eefL/S1et2G3377rUycOFEFbX/99ZfccMMN0qNHD7l06VKez8dv8d5771VB3+7du1UAgcv+/ftFb/BdwkFx27Ztan+ACRW7d+8uiYmJBb4OJ0qW2+rUqVOiZ82aNcuxvJs2bcr3uc60/QAngpbrhu0IOHY44/ZLTExUvzEEJ3nBfmHWrFlqv7J9+3YJCAhQv0ecENrqN1wi6HpOpbNgwQJTSEhIrvtXrFhhcnd3N128eNF834cffmgKDg42paam5vleBw8exFAApp07d5rv+/XXX01ubm6mc+fOmfQkLS3NVLFiRdOUKVMKfF6HDh1M48aNMzmLWrVqmWbMmFHk58fExJi8vLxMS5YsMd936NAhtR23bt1q0rt33nnHVKdOHafdhq1btzY98cQT5tuZmZmmqlWrmt588808n3/33Xeb+vTpk+O+Nm3amEaOHGnSu0uXLqnv1YYNG4q9P9KrV155xXTDDTcU+fnOvP0Av6N69eqZsrKynH77iYhp6dKl5ttYp8qVK5umTZuWY//o4+Nj+vrrr232Gy4JZnbsaOvWrSrFWqlSJfN9iFYxKRrOqvN7DZquLDMlSANi/i5EyXry008/SVRUlAwdOrTQ53711VdSoUIFad68uTz33HOSlJQkeoZmKzRJ3XjjjTJt2rQCmx537dqlzrixnTRIsdesWVNtT72LjY2VsLAwp9yGyJri87f87PFbwe38Pnvcb/l87XfpLNsKCtteaPauVauWmnyxX79++e5v9ALNHGgWqVu3rspso/k/P868/fB9/fLLL2XYsGEFTjrtbNtPc+LECbl48WKO7YN5q9Asld/2KclvuCQ4EagdYaNbBjqg3cZj+b0GbfOWPD091c4tv9c4yqeffqp2MoVNonrfffepHy52Zn///bc888wzqu7ghx9+ED0aO3as3HTTTeozR8ocB3akkqdPn57n87FdvL29c9VtYVvrbZtZO3bsmMyePVveffddp9yGV65cUc3Fef3O0GRXnN+l3rcVmh/Hjx8v7du3VwFnfho1aiSfffaZXH/99So4wrZFEzQOmPac8LikcCBE8z6WG7+zyZMny6233qqapVCrZJTtB6hviYmJkYcfftgw28+Stg2Ks31K8hsuCQY7Vp599ll5++23C3zOoUOHCi2gM/o6nz17Vn777TdZvHhxoe9vWW+ETBcK17p06SLHjx9XBbJ6W0e0HWuww0EgM3LkSFUsqtfh3EuyDc+dOyc9e/ZUtQOox9H7NnR1qN1BAFBQPQu0bdtWXTQ4UDZp0kTVaU2dOlX0plevXjl+bwh+EFhj34K6HCPBCSLWFycNRtl+zoLBjpUnn3yywKgbkGotisqVK+eqKNd66OCx/F5jXZSFJhT00MrvNY5Y5wULFqhmnjvuuKPYfw87My2rUFYHytJsVywvtgF6MuGsyxq2C1KxOGOzzO5gW9trm5V2/VBA3alTJ7Uj/eijj5xiG+YFzWoeHh65er4V9Nnj/uI8Xw9Gjx5t7qxQ3LN7Ly8v1RyLbeUM8Btq2LBhvsvrjNsPUGS8Zs2aYmdDnWn7Vf5vG2B74IRIg9sRERE2+w2XiM2qf1xYYQXKkZGR5vvmz5+vCpRTUlIKLFD+888/zff99ttvuipQRhEaClqffPLJEr1+06ZNah337t1rcgZffvml2o5Xr14tsED5u+++M993+PBh3RYonz171tSgQQPTPffcY8rIyHD6bYjixtGjR+cobqxWrVqBBcq33357jvvatm2rywJX/NZQuIlizX/++adE74Ft3KhRI9OECRNMziA+Pt5Urlw508yZM51++1kXYqN4Nz093TDbT/IpUH733XfN98XGxhapQLk4v+ESLavN3skFnTp1yrR7927T5MmTTYGBger/uODHqn1Jmzdvburevbtpz549ppUrV6reS88995z5PbZv366+yDgAaXr27Gm68cYb1WM4qODAdO+995r0Ys2aNepLjh5H1rAeWB8sOxw7dkz11kLwduLECdOPP/5oqlu3rum2224z6dGWLVtUTyxsr+PHj6tAB9vsoYceyncd4bHHHjPVrFnT9Pvvv6t1xc4XF73BstevX9/UpUsX9f8LFy6YL866Db/55hu1M/3888/VycKIESNMoaGh5l6QDz74oOnZZ581P3/z5s0mT09PtUPGdxgHIQSr+/btM+nN448/rk6k1q9fn2NbJSUlmZ9jvX7YH+EECd/fXbt2qaDW19fXdODAAZMe4aQJ64fvFrZN165dTRUqVFA9z5x9+1kevLF/eOaZZ3I95mzbLz4+3nysw3Fg+vTp6v84HsJbb72lfn/YT/z999+mfv36qZPj5ORk83t07tzZNHv27CL/hm2BwU4pDBkyRG1s68u6devMzzl58qSpV69eJj8/P/UDxg/bMrLHc/Ea/NA1UVFRKrhBAIUs0NChQ80BlB5g2dq1a5fnY1gPy8/g9OnT6qAYFhamvsw40E6aNElF+3qEnQu6seIAgx1MkyZNTG+88UaOTJz1OgJ+yKNGjVJnpP7+/qYBAwbkCCD0lIXM6ztrmeR1xm2IHScOJt7e3uoscdu2bTm6zeO3amnx4sWmhg0bquc3a9bM9Msvv5j0KL9the2Y3/qNHz/e/FlUqlTJ1Lt3b9Nff/1l0qvBgwebqlSpopYXZ/O4jQDbCNtPg+AF2+3IkSO5HnO27bfuv2OW9UVbB2R3XnrpJbXs2F/gxMp6vTG8B4LUov6GbcEN/9iuUYyIiIhIXzjODhERERkagx0iIiIyNAY7REREZGgMdoiIiMjQGOwQERGRoTHYISIiIkNjsENERESGxmCHiIiIDI3BDhERERkagx0iIiIyNAY7RGQ4ly9flsqVK8sbb7xhvm/Lli3i7e0ta9eudeiyEVHZ49xYRGRIK1askP79+6sgp1GjRhIRESH9+vWT6dOnO3rRiKiMMdghIsN64oknZM2aNdKyZUvZt2+f7Ny5U3x8fBy9WERUxhjsEJFhJScnS/PmzeXMmTOya9cuue666xy9SETkAKzZISLDOn78uJw/f16ysrLk5MmTjl4cInIQZnaIyJDS0tKkdevWqlYHNTvvv/++asoKDw939KIRURljsENEhjRp0iT57rvvZO/evRIYGCgdOnSQkJAQ+fnnnx29aERUxtiMRUSGs379epXJWbhwoQQHB4u7u7v6/x9//CEffvihoxePiMoYMztERERkaMzsEBERkaEx2CEiIiJDY7BDREREhsZgh4iIiAyNwQ4REREZGoMdIiIiMjQGO0RERGRoDHaIiIjI0BjsEBERkaEx2CEiIiJDY7BDREREhsZgh4iIiMTI/g9NnReh357dFAAAAABJRU5ErkJggg=="
      },
      "metadata": {},
      "output_type": "display_data",
@@ -263,14 +263,14 @@
      }
     }
    ],
-   "execution_count": 25
+   "execution_count": 44
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.592303Z",
-     "start_time": "2025-10-26T17:41:29.590657Z"
+     "end_time": "2025-10-30T06:41:04.721246Z",
+     "start_time": "2025-10-30T06:41:04.719479Z"
     }
    },
    "source": [
@@ -282,13 +282,13 @@
     "    return np.mean((y_obs - y_hat) ** 2)"
    ],
    "outputs": [],
-   "execution_count": 26
+   "execution_count": 45
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.607033Z",
-     "start_time": "2025-10-26T17:41:29.605200Z"
+     "end_time": "2025-10-30T06:41:04.732394Z",
+     "start_time": "2025-10-30T06:41:04.730470Z"
     }
    },
    "cell_type": "code",
@@ -304,11 +304,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Initial loss (MSE): 48642.5120\n"
+      "Initial loss (MSE): 3589.8230\n"
      ]
     }
    ],
-   "execution_count": 27
+   "execution_count": 46
   },
   {
    "cell_type": "markdown",
@@ -359,13 +359,15 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.626397Z",
-     "start_time": "2025-10-26T17:41:29.624389Z"
+     "end_time": "2025-10-30T06:41:04.744398Z",
+     "start_time": "2025-10-30T06:41:04.742482Z"
     }
    },
    "source": [
     "# Calculate the gradients for each parameter a,b and c\n",
     "def gradients(a, b, c, x, y):\n",
+    "    assert len(x) == len(y), f\"x and y must have same length (got {len(x)} and {len(y)})\"\n",
+    "\n",
     "    # Calculate predicted values from current model\n",
     "    y_hat = poly_evaluation(a, b, c, x)\n",
     "\n",
@@ -380,14 +382,14 @@
     "    return [ga, gb, gc]"
    ],
    "outputs": [],
-   "execution_count": 28
+   "execution_count": 47
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.643959Z",
-     "start_time": "2025-10-26T17:41:29.642201Z"
+     "end_time": "2025-10-30T06:41:04.759925Z",
+     "start_time": "2025-10-30T06:41:04.757970Z"
     }
    },
    "source": [
@@ -396,6 +398,8 @@
     "# ga,gb,gc gradients wrt each parameter\n",
     "# lr learning rate\n",
     "def update_params(a, b, c, ga, gb, gc, lr):\n",
+    "    assert lr > 0, f\"Learning rate must be positive (got {lr})\"\n",
+    "\n",
     "    a_new = a - lr * ga\n",
     "    b_new = b - lr * gb\n",
     "    c_new = c - lr * gc\n",
@@ -403,7 +407,7 @@
     "    return [a_new, b_new, c_new]"
    ],
    "outputs": [],
-   "execution_count": 29
+   "execution_count": 48
   },
   {
    "metadata": {},
@@ -413,8 +417,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.648178Z",
-     "start_time": "2025-10-26T17:41:29.646188Z"
+     "end_time": "2025-10-30T06:41:04.769246Z",
+     "start_time": "2025-10-30T06:41:04.766804Z"
     }
    },
    "cell_type": "code",
@@ -463,13 +467,13 @@
     "    return [a_updated, b_updated, c_updated, y_hat_updated, loss_updated]"
    ],
    "outputs": [],
-   "execution_count": 30
+   "execution_count": 49
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.653288Z",
-     "start_time": "2025-10-26T17:41:29.650820Z"
+     "end_time": "2025-10-30T06:41:04.778335Z",
+     "start_time": "2025-10-30T06:41:04.775734Z"
     }
    },
    "cell_type": "code",
@@ -490,20 +494,20 @@
      "text": [
       "               |   True       |    Initial   |    Updated   |  Improvement |\n",
       "---------------+--------------+--------------+--------------+--------------+\n",
-      "Loss           |              |   48642.5120 |   20140.2007 |   28502.3113 |\n",
-      "Coefficient: a |       2.0000 |       6.8238 |       4.9387 |      n/a     |\n",
-      "Coefficient: b |      -4.0000 |       7.0590 |       6.9923 |      n/a     |\n",
-      "Coefficient: c |       1.0000 |      -2.2764 |      -2.3080 |      n/a     |\n"
+      "Loss           |              |    3589.8230 |    1294.2534 |    2295.5696 |\n",
+      "Coefficient: a |       2.0000 |       0.7521 |       1.2895 |      n/a     |\n",
+      "Coefficient: b |      -4.0000 |      -2.5341 |      -2.5537 |      n/a     |\n",
+      "Coefficient: c |       1.0000 |      -0.5336 |      -0.5245 |      n/a     |\n"
      ]
     }
    ],
-   "execution_count": 31
+   "execution_count": 50
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.717053Z",
-     "start_time": "2025-10-26T17:41:29.659055Z"
+     "end_time": "2025-10-30T06:41:04.835992Z",
+     "start_time": "2025-10-30T06:41:04.786079Z"
     }
    },
    "cell_type": "code",
@@ -531,7 +535,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -540,7 +544,7 @@
      }
     }
    ],
-   "execution_count": 32
+   "execution_count": 51
   },
   {
    "cell_type": "markdown",
@@ -564,8 +568,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.732416Z",
-     "start_time": "2025-10-26T17:41:29.720259Z"
+     "end_time": "2025-10-30T06:41:04.848155Z",
+     "start_time": "2025-10-30T06:41:04.840541Z"
     }
    },
    "cell_type": "code",
@@ -583,13 +587,13 @@
     "        break"
    ],
    "outputs": [],
-   "execution_count": 33
+   "execution_count": 52
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.737640Z",
-     "start_time": "2025-10-26T17:41:29.735440Z"
+     "end_time": "2025-10-30T06:41:04.854691Z",
+     "start_time": "2025-10-30T06:41:04.852464Z"
     }
    },
    "cell_type": "code",
@@ -609,26 +613,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Converged after 656 iterations\n",
+      "Converged after 341 iterations\n",
       "\n",
-      "Initial loss (MSE):   48642.5120\n",
-      "Final loss (MSE):        22.2559\n",
+      "Initial loss (MSE):    3589.8230\n",
+      "Final loss (MSE):        17.4282\n",
       "\n",
       "               |     True     |     Model    |     Delta    |\n",
       "---------------+--------------+--------------+--------------+\n",
-      "Coefficient: a |       2.0000 |       2.0578 |       0.0578 |\n",
-      "Coefficient: b |      -4.0000 |      -3.8941 |       0.1059 |\n",
-      "Coefficient: c |       1.0000 |      -2.2510 |      -3.2510 |\n"
+      "Coefficient: a |       2.0000 |       2.0294 |       0.0294 |\n",
+      "Coefficient: b |      -4.0000 |      -3.8769 |       0.1231 |\n",
+      "Coefficient: c |       1.0000 |      -0.4773 |      -1.4773 |\n"
      ]
     }
    ],
-   "execution_count": 34
+   "execution_count": 53
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.820031Z",
-     "start_time": "2025-10-26T17:41:29.748204Z"
+     "end_time": "2025-10-30T06:41:04.912923Z",
+     "start_time": "2025-10-30T06:41:04.864405Z"
     }
    },
    "cell_type": "code",
@@ -652,7 +656,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -661,13 +665,13 @@
      }
     }
    ],
-   "execution_count": 35
+   "execution_count": 54
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.862185Z",
-     "start_time": "2025-10-26T17:41:29.823326Z"
+     "end_time": "2025-10-30T06:41:04.961058Z",
+     "start_time": "2025-10-30T06:41:04.917009Z"
     }
    },
    "cell_type": "code",
@@ -686,7 +690,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -695,7 +699,7 @@
      }
     }
    ],
-   "execution_count": 36
+   "execution_count": 55
   },
   {
    "cell_type": "markdown",
@@ -724,8 +728,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-10-26T17:41:29.866198Z",
-     "start_time": "2025-10-26T17:41:29.865051Z"
+     "end_time": "2025-10-30T06:41:04.971598Z",
+     "start_time": "2025-10-30T06:41:04.970277Z"
     }
    },
    "source": [],

With the textconv filter in place, the same diff is just 18 lines and focuses entirely on the actual code changes.

@@ -229,6 +229,8 @@
       "source": [
         "# Calculate the gradients for each parameter a,b and c\n",
         "def gradients(a, b, c, x, y):\n",
+        "    assert len(x) == len(y), f\"x and y must have same length (got {len(x)} and {len(y)})\"\n",
+        "\n",
         "    # Calculate predicted values from current model\n",
         "    y_hat = poly_evaluation(a, b, c, x)\n",
         "\n",
@@ -251,6 +253,8 @@
         "# ga,gb,gc gradients wrt each parameter\n",
         "# lr learning rate\n",
         "def update_params(a, b, c, ga, gb, gc, lr):\n",
+        "    assert lr > 0, f\"Learning rate must be positive (got {lr})\"\n",
+        "\n",
         "    a_new = a - lr * ga\n",
         "    b_new = b - lr * gb\n",
         "    c_new = c - lr * gc\n",

Why this works #

The textconv filter doesn’t try to interpret the notebook format. It simply gives Git a simplified, consistent view of the file for comparison. That’s enough to make diffs stable and meaningful, even for structured formats like notebooks.

By focusing on just the code and markdown cells, Git diffs become much easier to read, and merge conflicts are simpler to resolve. It’s the same principle I used for BPMN files - transform the file into a clean text form, then let Git handle the rest.

The result #

This small configuration makes working with notebooks in Git far more manageable. Diffs show what actually changed, not just that something did.

It’s a small adjustment, but it brings a big improvement in clarity - especially when you’re reviewing work, sharing notebooks, or tracking progress over time.