diff --git a/content/GA_2_4/ga_draft.ipynb b/content/GA_2_4/ga_draft.ipynb
index dc446c213adcb5a765a183c6758efa378d6f6644..e2498d6b23691ed961ff4dd31a1a8a0a4e996f50 100644
--- a/content/GA_2_4/ga_draft.ipynb
+++ b/content/GA_2_4/ga_draft.ipynb
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -112,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -264,7 +264,7 @@
    "metadata": {},
    "source": [
     "### Task 2\n",
-    "Now that you have found the frequency of the seasonal pattern, We can continue to make our data (more) stationary. Copy the A-matrix you found in the previous task and expand it to include the seasonal pattern. When reporting on seasonal components we want you to report $A_k  \\cos(k \\omega_0  t + \\theta_k)$ instead of $a_k  \\cos(k \\omega_0  t) + b_k  \\sin(k \\omega_0 t)$"
+    "Now that you have found the frequency of the seasonal pattern, We can continue to make our data (more) stationary. Copy the A-matrix you found in the previous task and expand it to include the seasonal pattern. When reporting on seasonal components we want you to report $A_i \\cos(2\\pi f_i t + \\theta_i)$, where $A_i$ is the amplitude, $f_i$ is the frequency and $\\theta_i$ is the phase."
    ]
   },
   {
@@ -293,7 +293,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Estimated Parameters (standard deviation):\n",
+      "Estimated Parameters:\n",
       "x0 = -5.702\n",
       "x1 = 0.227\n",
       "x2 = -2.989\n",
@@ -351,7 +351,7 @@
     "                        np.cos(2*np.pi*1*time_days), np.sin(2*np.pi*1*time_days),\n",
     "                        np.cos(2*np.pi*time_days/365), np.sin(2*np.pi*time_days/365)))\n",
     "\n",
-    "x_hat, y_hat, e_hat = fit_model(data, time_days, A)\n",
+    "x_hat, y_hat, e_hat0 = fit_model(data, time_days, A)\n",
     "# END SOLUTION BLOCK\n",
     "\n",
     "# Plotting the data and the estimated trend\n",
@@ -366,17 +366,21 @@
     "\n",
     "# Plotting the residuals\n",
     "plt.figure(figsize=(10, 3))\n",
-    "plt.plot(time_days, e_hat)\n",
+    "plt.plot(time_days, e_hat0)\n",
     "plt.xlabel('Time [days]')\n",
     "plt.ylabel('Temperature [°C]')\n",
     "plt.title('Residuals')\n",
     "plt.grid(True)\n",
     "\n",
     "# Extracting the seasonal component coefficients from the estimated parameters\n",
+    "# a_i = YOUR_CODE_HERE\n",
+    "# b_i = YOUR_CODE_HERE\n",
+    "# freqs = YOUR_CODE_HERE\n",
+    "\n",
     "\n",
     "# SOLUTION\n",
-    "ak = np.array([x_hat[1], x_hat[3]])\n",
-    "bk = np.array([x_hat[2], x_hat[4]])\n",
+    "a_i = np.array([x_hat[1], x_hat[3]])\n",
+    "b_i = np.array([x_hat[2], x_hat[4]])\n",
     "freqs = np.array([1, 1/365])\n",
     "# END SOLUTION BLOCK\n",
     "\n",
@@ -385,7 +389,7 @@
     "    print(f'x{i} = {x_hat[i]:.3f}')\n",
     "\n",
     "print('\\nThe seasonal component is rewritten as:')\n",
-    "for i, j, k in zip(ak, bk, freqs):\n",
+    "for i, j, k in zip(a_i, b_i, freqs):\n",
     "    Ak, theta_k = rewrite_seasonal_comp(i, j)\n",
     "    print(f'Ak = {Ak:.3f}, theta_k = {theta_k:.3f}, f_k = {k:.3f}')\n",
     "\n"
@@ -406,6 +410,8 @@
     "\n",
     "$$\\Lambda = n \\log \\left( \\frac{S_0}{S_1} \\right)$$\n",
     "\n",
+    "$$S_i = \\sum_{i=1}^n (\\hat{e}_i)^2$$\n",
+    "\n",
     "where $S_0$ is the sum of the squared residuals for the model without an offset, $S_1$ is the sum of the squared residuals for the model with an offset, and $n$ is the number of data points. The likelihood ratio test statistic is compared to a critical value to determine if an offset is present in the data.\n",
     "\n",
     "To find the jump location we will use the following algorithm:\n",
@@ -421,59 +427,24 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Break Point: 2871 with : 1305.83\n",
-      "Break Point: 1410 with : 754.18\n",
-      "Break Point: 1540 with : 77.73\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def A1_matrix(A0, break_point):\n",
     "    '''\n",
     "    Function to create the A1 matrix\n",
     "    A0: A matrix under H0\n",
     "    break_point: break point location\n",
+    "    return: A1 matrix\n",
+    "    A\n",
     "    '''\n",
-    "    A1 = np.zeros((A0.shape[0], A0.shape[1]+1))\n",
-    "    A1[:, :-1] = A0\n",
+    "    # create the new column and stack it to the A0 matrix\n",
+    "    # YOUR_CODE_HERE\n",
+    "    \n",
+    "    # SOLUTION\n",
     "    new_col = np.zeros(A0.shape[0])\n",
-    "    new_col[break_point:] = np.ones(A0.shape[0]-break_point)\n",
-    "    A1[:, -1] = new_col\n",
+    "    new_col[break_point:] = 1\n",
+    "    A1 = np.column_stack((A0, new_col))\n",
+    "    # END SOLUTION BLOCK\n",
     "    return A1\n",
     "\n",
     "\n",
@@ -484,10 +455,17 @@
     "    e1: residuals under H1\n",
     "    cv: critical value\n",
     "    '''\n",
+    "    # n = YOUR_CODE_HERE\n",
+    "    # SSR0 = YOUR_CODE_HERE\n",
+    "    # SSR1 = YOUR_CODE_HERE\n",
+    "    # test_stat = YOUR_CODE_HERE\n",
+    "    \n",
+    "    # SOLUTION\n",
     "    n = len(e0)\n",
     "    SSR0 = e0.T @ e0\n",
     "    SSR1 = e1.T @ e1\n",
     "    test_stat = n*np.log(SSR0 / SSR1)\n",
+    "    # END SOLUTION\n",
     "\n",
     "    if test_stat > cv:\n",
     "        if verbose:\n",
@@ -500,24 +478,59 @@
     "    return test_stat\n",
     "\n",
     "def jump_detection(data, time, A, cv=100, plot=True):\n",
+    "    '''\n",
+    "    Function to detect the jump in the data\n",
+    "    data: input data\n",
+    "    time: time vector\n",
+    "    A: A matrix under H0\n",
+    "    cv: critical value\n",
+    "    plot: boolean to plot the results or not\n",
+    "    '''\n",
+    "    # initialize the results vector\n",
+    "    # results = YOUR_CODE_HERE\n",
+    "    # find the residuals under H0\n",
+    "    # YOUR_CODE_HERE\n",
     "\n",
-    "    _, _, e_hat = fit_model(data, time, A)\n",
+    "    # SOLUTION\n",
+    "    _, _, e_hat0 = fit_model(data, time, A)\n",
     "    results = np.zeros(len(data))\n",
+    "    # END SOLUTION BLOCK\n",
+    "\n",
+    "    # loop over the data points\n",
     "    for i in range(1, len(data)):\n",
+    "        # create the A1 matrix\n",
+    "        # A1 = YOUR_CODE_HERE\n",
+    "\n",
+    "        # SOLUTION\n",
     "        A1 = A1_matrix(A, i)\n",
+    "        # END SOLUTION BLOCK\n",
     "\n",
     "        # We need this statement to avoid singular matrices\n",
     "        if np.linalg.matrix_rank(A1) < A1.shape[1]:\n",
     "            pass\n",
     "        else:\n",
+    "            # find the residuals under H1\n",
+    "            # _, _, e_hat1 = YOUR_CODE_HERE\n",
+    "            # test_stat = YOUR_CODE_HERE\n",
+    "            # results[i] = YOUR_CODE_HERE\n",
+    "\n",
+    "            # SOLUTION\n",
     "            _, _, e_hat1 = fit_model(data, time, A1)\n",
-    "            test_stat = LR(e_hat, e_hat1, verbose=False)\n",
+    "            test_stat = LR(e_hat0, e_hat1, verbose=False)\n",
     "            results[i] = test_stat\n",
+    "            # END SOLUTION BLOCK\n",
     "\n",
     "    results = np.array(results)\n",
-    "    # finding the offset location\n",
+    "    # finding the offset location. \n",
+    "    # Offset is the location where the test statistic is maximum\n",
+    "\n",
+    "    # location = YOUR_CODE_HERE\n",
+    "    # value = YOUR_CODE_HERE\n",
+    "\n",
+    "    # SOLUTION\n",
     "    location = np.argmax(results)\n",
     "    value = results[location]\n",
+    "    # END SOLUTION BLOCK\n",
     "\n",
     "    if plot:\n",
     "        plt.figure(figsize=(10, 3))\n",
@@ -530,12 +543,27 @@
     "        plt.grid(True)\n",
     "        plt.legend()\n",
     "\n",
-    "    return location, value\n",
-    "\n",
-    "\n",
-    "# jump_detection(data, time_days, A)\n",
-    "# # print(A.shape, data.shape, time_days.shape)\n",
+    "    return location, value\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we will implement the offset detection algorithm.\n",
+    "run the function `find_offset` to find the offset in the data.\n",
+    "once you have found the offset, include it in the model and repeat the process until the likelihood ratio test statistic is below the critical value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# YOUR_CODE_HERE\n",
     "\n",
+    "# SOLUTION\n",
     "A_offset = A.copy()\n",
     "\n",
     "while True:\n",
@@ -544,27 +572,26 @@
     "    if test_stat < 100:\n",
     "        break\n",
     "    A_offset = A1_matrix(A_offset, break_point) \n",
-    "\n",
-    "\n"
+    "# END SOLUTION BLOCK"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Estimated Parameters (standard deviation):\n",
-      "x0 = -1.022 (0.198)\n",
-      "x1 = 0.225 (0.046)\n",
-      "x2 = -3.002 (0.046)\n",
-      "x3 = -19.707 (0.162)\n",
-      "x4 = 2.315 (0.208)\n",
-      "x5 = -6.076 (0.166)\n",
-      "x6 = 4.487 (0.155)\n",
+      "Estimated Parameters:\n",
+      "x0 = -1.022\n",
+      "x1 = 0.225\n",
+      "x2 = -3.002\n",
+      "x3 = -19.707\n",
+      "x4 = 2.315\n",
+      "x5 = -6.076\n",
+      "x6 = 4.487\n",
       "The seasonal component is rewritten as:\n",
       "Ak = 3.011, theta_k = 1.496, f_k = 1.000\n",
       "Ak = 19.842, theta_k = -3.025, f_k = 0.003\n"
@@ -593,7 +620,7 @@
    ],
    "source": [
     "A2 = A_offset\n",
-    "x_hat, y_hat, e_hat = fit_model(data, time_days, A2)\n",
+    "x_hat, y_hat, e_hat0 = fit_model(data, time_days, A2)\n",
     "\n",
     "# Plotting the data and the estimated trend\n",
     "plt.figure(figsize=(10, 3))\n",
@@ -607,28 +634,29 @@
     "\n",
     "# Plotting the residuals\n",
     "plt.figure(figsize=(10, 3))\n",
-    "plt.plot(time_days, e_hat)\n",
+    "plt.plot(time_days, e_hat0)\n",
     "plt.xlabel('Time [days]')\n",
     "plt.ylabel('Temperature [°C]')\n",
     "plt.title('Residuals')\n",
     "plt.grid(True)\n",
     "\n",
-    "\n",
-    "\n",
     "# Extracting the seasonal component coefficients from the estimated parameters\n",
-    "ak = np.array([x_hat[1], x_hat[3]])\n",
-    "bk = np.array([x_hat[2], x_hat[4]])\n",
-    "freqs = np.array([1, 1/365])\n",
-    "sigma_e = np.sqrt((e_hat.T @ e_hat)/(len(data)-A2.shape[1]))\n",
+    "# a_i = YOUR_CODE_HERE\n",
+    "# b_i = YOUR_CODE_HERE\n",
+    "# freqs = YOUR_CODE_HERE\n",
     "\n",
-    "sigma_x = sigma_e * np.sqrt(np.diag(np.linalg.inv(A2.T @ A2)))\n",
+    "# SOLUTION\n",
+    "a_i = np.array([x_hat[1], x_hat[3]])\n",
+    "b_i = np.array([x_hat[2], x_hat[4]])\n",
+    "freqs = np.array([1, 1/365])\n",
+    "# END SOLUTION BLOCK\n",
     "\n",
-    "print(f'Estimated Parameters (standard deviation):')\n",
+    "print(f'Estimated Parameters:')\n",
     "for i in range(len(x_hat)):\n",
-    "    print(f'x{i} = {x_hat[i]:.3f} ({sigma_x[i]:.3f})')\n",
+    "    print(f'x{i} = {x_hat[i]:.3f}')\n",
     "\n",
     "print('The seasonal component is rewritten as:')\n",
-    "for i, j, k in zip(ak, bk, freqs):\n",
+    "for i, j, k in zip(a_i, b_i, freqs):\n",
     "    Ak, theta_k = rewrite_seasonal_comp(i, j)\n",
     "    print(f'Ak = {Ak:.3f}, theta_k = {theta_k:.3f}, f_k = {k:.3f}')"
    ]
@@ -643,7 +671,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -660,27 +688,28 @@
    "source": [
     "# Lets start with the ACF plot\n",
     "fig, ax = plt.subplots(1, 1, figsize=(10, 3))\n",
-    "plot_acf(e_hat, ax=ax, lags=20);\n",
+    "plot_acf(e_hat0, ax=ax, lags=20);\n",
     "ax.grid()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "phi: [0.8846601]\n"
+      "Estimated Parameters:\n",
+      "phi = 0.8847\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 1000x300 with 1 Axes>"
+       "<Figure size 1000x500 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -688,59 +717,155 @@
     }
    ],
    "source": [
-    "def AR(s, p=1):\n",
+    "def AR1(s, time, plot=True):\n",
     "    '''\n",
-    "    Function to estimate the AR(p) model\n",
-    "    s: data\n",
-    "    p: order of the AR model\n",
+    "    Function to find the AR(1) model of the given data\n",
+    "    s: input data\n",
+    "    return: x_hat, e_hat\n",
     "    '''\n",
-    "    y = s[p:]\n",
-    "    # Creating the A matrix for the AR model\n",
-    "    A = np.zeros((len(s)-p, p))\n",
-    "    for i in range(p):\n",
-    "        A[:, i] = s[p-i-1:-i-1]\n",
-    "    \n",
-    "    # Estimating the AR(P) model\n",
-    "    if p == 1:\n",
-    "        phi_hat = (A.T @ y / (A.T @ A))[0]\n",
-    "    else:   \n",
-    "        phi_hat = np.linalg.inv(A.T @ A) @ A.T @ y\n",
-    "    y_hat = np.dot(A, phi_hat)\n",
-    "    e_hat = y - y_hat\n",
-    "    return phi_hat, e_hat, y, A\n",
+    "    # y = YOUR_CODE_HERE\n",
+    "    # y_lag_1 = YOUR_CODE_HERE\n",
+    "    # A = np.atleast_2d(y_lag_1).T\n",
+    "    # x_hat, y_hat, e_hat = fit_model(YOUR_CODE_HERE)\n",
     "\n",
-    "# Estimating the AR(1) model\n",
-    "phi_hat, s_e_hat, s_y, s_A = AR(e_hat, p=1)\n",
+    "    # SOLUTION\n",
+    "    y = s[1:]\n",
+    "    y_lag_1 = s[:-1]\n",
+    "    A = np.atleast_2d(y_lag_1).T\n",
+    "    x_hat, y_hat, e_hat = fit_model(y, time, A)\n",
+    "    # END SOLUTION\n",
     "\n",
+    "    if plot:\n",
+    "        fig, ax = plt.subplots(2, 1, figsize=(10, 5))\n",
+    "        ax[0].plot(time[1:], y, label='Original Residuals')\n",
+    "        ax[0].plot(time[1:], y_hat, label='Estimated Residuals')\n",
+    "        ax[0].set_xlabel('Time [days]')\n",
+    "        ax[0].set_ylabel('Temperature [°C]')\n",
+    "        ax[0].set_title('Original Data vs Estimated Data')\n",
+    "        ax[0].grid(True)\n",
+    "        ax[0].legend()\n",
+    "        plot_acf(e_hat, ax=ax[1], lags=20)\n",
+    "        ax[1].grid()\n",
+    "        fig.tight_layout()\n",
+    "        \n",
+    "    print(f'Estimated Parameters:')\n",
+    "    print(f'phi = {x_hat[0]:.4f}')\n",
+    "\n",
+    "    return x_hat, e_hat\n",
+    "\n",
+    "# Estimating the AR(1) model\n",
+    "# phi_hat_ar1, e_hat_ar1 = AR1(YOUR_CODE_HERE)\n",
     "\n",
+    "# SOLUTION\n",
+    "phi_hat_ar1, e_hat_ar1 = AR1(e_hat0, time_days)\n",
+    "# END SOLUTION\n",
     "\n",
-    "print(f'phi: {phi_hat}')\n",
     "\n",
-    "# plotting the AR(1) model  \n",
-    "plt.figure(figsize=(10, 3))\n",
-    "plt.plot(s_y, label='Actual')\n",
-    "plt.plot(np.dot(s_A, phi_hat), label='AR(1)')\n",
-    "plt.xlabel('Time')\n",
-    "plt.ylabel('Value')\n",
-    "plt.title('AR(1) Model')\n",
-    "plt.legend();\n",
     "\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estimated Parameters:\n",
+      "phi_1 = 0.7088, phi_2 = 0.1989\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def AR2(s, time, plot=True):\n",
+    "    '''\n",
+    "    Function to find the AR(2) model of the given data\n",
+    "    s: input data\n",
+    "    return: x_hat, e_hat\n",
+    "    '''\n",
+    "    # y = YOUR_CODE_HERE\n",
+    "    # y_lag_1 = YOUR_CODE_HERE\n",
+    "    # A = YOUR_CODE_HERE\n",
+    "    # x_hat, y_hat, e_hat = fit_model(YOUR_CODE_HERE)\n",
+    "\n",
+    "    # SOLUTION\n",
+    "    y = s[2:]\n",
+    "    y_lag_1 = s[1:-1]\n",
+    "    y_lag_2 = s[:-2]\n",
+    "    A = np.column_stack((y_lag_1, y_lag_2))\n",
+    "    x_hat, y_hat, e_hat = fit_model(y, time, A)\n",
+    "    # END SOLUTION\n",
+    "\n",
+    "    if plot:\n",
+    "        fig, ax = plt.subplots(2, 1, figsize=(10, 5))\n",
+    "        ax[0].plot(time[2:], y, label='Original Residuals')\n",
+    "        ax[0].plot(time[2:], y_hat, label='Estimated Residuals')\n",
+    "        ax[0].set_xlabel('Time [days]')\n",
+    "        ax[0].set_ylabel('Temperature [°C]')\n",
+    "        ax[0].set_title('Original Data vs Estimated Data')\n",
+    "        ax[0].grid(True)\n",
+    "        ax[0].legend()\n",
+    "        plot_acf(e_hat, ax=ax[1], lags=20)\n",
+    "        ax[1].grid()\n",
+    "        fig.tight_layout()\n",
+    "\n",
+    "    print(f'Estimated Parameters:')\n",
+    "    print(f'phi_1 = {x_hat[0]:.4f}, phi_2 = {x_hat[1]:.4f}')\n",
+    "\n",
+    "    return x_hat, e_hat\n",
+    "\n",
+    "# Estimating the AR(2) model\n",
+    "# phi_hat_ar2, e_hat_ar2 = AR2(YOUR_CODE_HERE)\n",
+    "\n",
+    "# SOLUTION\n",
+    "phi_hat_ar2, e_hat_ar2 = AR2(e_hat0, time_days)\n",
+    "# END SOLUTION\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Part 4: Report the results\n",
+    "\n",
+    "Now that we have found the periodic signals in the data and fitted an AR model to the residuals, we can report the results. By combining including the AR (noise) process, we get residuals that are white noise. When the model hat white noise residuals, we can also report the confidence intervals of the model.\n",
+    "\n",
+    "We will use the unbiased estimate of the variance of the residuals to calculate the confidence intervals. The unbiased estimate of the variance is given by:\n",
+    "\n",
+    "$$\\hat{\\sigma}^2 = \\frac{1}{n-p} \\sum_{t=1}^{n} \\hat{e}_t^2$$\n",
+    "\n",
+    "Where $n$ is the number of observations and $p$ is the number of parameters in the model.\n",
+    "\n",
+    "The covariance matrix of the parameters is given by:\n",
+    "\n",
+    "$$\\hat{\\Sigma} = \\hat{\\sigma}^2 (\\mathbf{A}^T \\mathbf{A})^{-1}$$\n",
+    "\n",
+    "Where $\\mathbf{A}$ is the design matrix of the model."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Testing for number of lags in the AR model\n",
     "\n",
-    "We will use the likelihood ratio test to determine the number of lags in the AR model. We will start by fitting an AR model with 1 lag and then test if we can reject the null hypothesis that the AR model with 1 lag is better than the AR model with 0 lags. We will continue this process until we can no longer reject the null hypothesis.\n",
     "\n",
-    "The test is based on nested models, where the null hypothesis is that the model with the least number of lags is better than the model with the most number of lags. The test statistic is given by:\n",
-    "$$LR = -2 \\log \\left( \\frac{L(\\theta_0)}{L(\\theta_1)} \\right)$$\n",
-    "Where $L(\\theta_0)$ is the likelihood of the model with the least number of lags and $L(\\theta_1)$ is the likelihood of the model with the most number of lags. The test statistic is asymptotically $\\chi^2$ distributed with the degrees of freedom equal to the difference in the number of parameters between the two models. To make this test computationally easier we will rewrite the test statistic as:\n",
-    "$$LR = n  \\log(\\frac{\\text{SSR}_0}{\\text{SSR}_1})$$\n",
-    "Where $\\text{SSR}_0$ is the sum of squared residuals of the model under the null hypothesis and $\\text{SSR}_1$ is the residual sum of squares of the model under the alternative hypothesis.\n",
-    "$$\\text{SSR}_i = \\epsilon_i^T\\epsilon_i$$"
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\"> <p> <b>Task 4.1:</b>   \n",
+    "<p>\n",
+    "Complete the missing parts of the code cell below.\n",
+    "</p>\n",
+    "</div>"
    ]
   },
   {
@@ -752,61 +877,112 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Performing LR test for AR(0) and AR(1)\n",
-      "Test Statistic: 5564.603 > Critical Value: 3.841\n",
-      "Reject the null hypothesis\n",
-      "--------------------------------------------------\n",
-      "\n",
-      "Performing LR test for AR(1) and AR(2)\n",
-      "Test Statistic: 147.115 > Critical Value: 3.841\n",
-      "Reject the null hypothesis\n",
-      "--------------------------------------------------\n",
-      "\n",
-      "Performing LR test for AR(2) and AR(3)\n",
-      "Test Statistic: 0.247 < Critical Value: 3.841\n",
-      "Fail to reject the null hypothesis\n",
-      "--------------------------------------------------\n",
+      "Estimated Parameters (standard deviation):\n",
+      "x0 = -1.019\t\t (0.091)\n",
+      "x1 = 0.225\t\t (0.021)\n",
+      "x2 = -3.002\t\t (0.021)\n",
+      "x3 = -19.714\t\t (0.074)\n",
+      "x4 = 2.323\t\t (0.095)\n",
+      "x5 = -6.074\t\t (0.076)\n",
+      "x6 = 4.475\t\t (0.071)\n",
+      "x7 = 0.709\t\t (0.016)\n",
+      "x8 = 0.199\t\t (0.016)\n",
       "\n",
-      "Optimal AR order: 2\n"
+      "The seasonal component is rewritten as:\n",
+      "A_1 = 3.011, theta_1 = 1.496, f_1 = 1.000\n",
+      "A_2 = 19.851, theta_2 = -3.024, f_2 = 0.003\n"
      ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "def LR(e0, e1, dof, alpha=0.05):\n",
-    "    '''\n",
-    "    Function to perform the LR test\n",
-    "    e0: residuals under H0\n",
-    "    e1: residuals under H1\n",
-    "    dof: degrees of freedom\n",
-    "    alpha: significance level\n",
-    "    '''\n",
-    "    n = len(e0)\n",
-    "    SSR0 = e0.T @ e0\n",
-    "    SSR1 = e1.T @ e1\n",
-    "    test_stat = n*np.log(SSR0 / SSR1)\n",
+    "# combine ar2 and functional model\n",
     "\n",
-    "    # critical value for the test\n",
-    "    cv = chi2.ppf(1-alpha, dof)\n",
-    "    if test_stat > cv:\n",
-    "        print(f'Test Statistic: {test_stat:.3f} > Critical Value: {cv:.3f}')\n",
-    "        print('Reject the null hypothesis')\n",
-    "        return True\n",
-    "    else:\n",
-    "        print(f'Test Statistic: {test_stat:.3f} < Critical Value: {cv:.3f}')\n",
-    "        print('Fail to reject the null hypothesis')\n",
-    "        return False\n",
-    "\n",
-    "# Performing the LR test\n",
-    "p=0\n",
-    "test = True\n",
-    "while test:\n",
-    "    print(f'Performing LR test for AR({p}) and AR({p+1})')\n",
-    "    _, e0, _, _ = AR(e_hat, p)\n",
-    "    _, e1, _, _ = AR(e_hat, p+1)\n",
-    "    test = LR(e0, e1, 1)\n",
-    "    p += 1\n",
-    "    print('-'*50+'\\n') \n",
-    "print(f'Optimal AR order: {p-1}')"
+    "# A_final = YOUR_CODE_HERE\n",
+    "# x_hat, y_hat, e_hat_final = fit_model(YOUR_CODE_HERE)\n",
+    "\n",
+    "# SOLUTION\n",
+    "A_final = np.column_stack((A2[2:], e_hat0[1:-1], e_hat0[:-2]))\n",
+    "x_hat, y_hat, e_hat_final = fit_model(data[2:], time_days[2:], A_final, plot=True)\n",
+    "# END SOLUTION\n",
+    "\n",
+    "# Plottint the acf of the residuals\n",
+    "\n",
+    "# fig, ax = plt.subplots(1, 1, figsize=(10, 3))\n",
+    "# plot_acf(YOUR_CODE_HERE, ax=ax, lags=20);\n",
+    "# ax.grid()\n",
+    "\n",
+    "# SOLUTION\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(10, 3))\n",
+    "plot_acf(e_hat_final, ax=ax, lags=20);\n",
+    "ax.grid()\n",
+    "# END SOLUTION\n",
+    "\n",
+    "# # compute the standard errors\n",
+    "# N = YOUR_CODE_HERE\n",
+    "# p = YOUR_CODE_HERE\n",
+    "# sigma2 = YOUR_CODE_HERE\n",
+    "# Cov = YOUR_CODE_HERE\n",
+    "# se = YOUR_CODE_HERE\n",
+    "\n",
+    "# # Extracting the seasonal component coefficients from the estimated parameters\n",
+    "# a_i = YOUR_CODE_HERE\n",
+    "# b_i = YOUR_CODE_HERE\n",
+    "# freqs = YOUR_CODE_HERE\n",
+    "\n",
+    "# SOLUTION\n",
+    "# compute the standard errors\n",
+    "N = A_final.shape[0]\n",
+    "p = A_final.shape[1]\n",
+    "sigma2 = np.sum(e_hat_final**2) / (N - p)\n",
+    "Cov = sigma2 * np.linalg.inv(A_final.T @ A_final)\n",
+    "se = np.sqrt(np.diag(Cov))\n",
+    "\n",
+    "# Extracting the seasonal component coefficients from the estimated parameters\n",
+    "a_i = np.array([x_hat[1], x_hat[3]])\n",
+    "b_i = np.array([x_hat[2], x_hat[4]])\n",
+    "freqs = np.array([1, 1/365])\n",
+    "# END SOLUTION\n",
+    "\n",
+    "# Check if the number of coefficients match the number of frequencies\n",
+    "assert len(a_i) == len(b_i) == len(freqs), 'The number of coefficients do not match'\n",
+    "\n",
+    "print(f'Estimated Parameters (standard deviation):')\n",
+    "for i in range(len(x_hat)):\n",
+    "    print(f'x{i} = {x_hat[i]:.3f}\\t\\t ({se[i]:.3f})')\n",
+    "\n",
+    "print('\\nThe seasonal component is rewritten as:')\n",
+    "i = 0\n",
+    "for a, b, f in zip(a_i, b_i, freqs):\n",
+    "    A_i, theta_i = rewrite_seasonal_comp(a, b)\n",
+    "    i = i + 1\n",
+    "    print(f'A_{i} = {A_i:.3f}, theta_{i} = {theta_i:.3f}, f_{i} = {f:.3f}')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "*End of the assignment.*"
    ]
   }
  ],