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Commit a2680447 authored by cb1e5ba91280d02583d0604166e71c1c's avatar cb1e5ba91280d02583d0604166e71c1c
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module3/exo3/exercice.ipynb
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...@@ -9,7 +9,7 @@ ...@@ -9,7 +9,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 92, "execution_count": 38,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -34,7 +34,7 @@ ...@@ -34,7 +34,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 93, "execution_count": 69,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -156,7 +156,7 @@ ...@@ -156,7 +156,7 @@
"4 315.06 317.51 314.71 " "4 315.06 317.51 314.71 "
] ]
}, },
"execution_count": 93, "execution_count": 69,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -175,7 +175,7 @@ ...@@ -175,7 +175,7 @@
"else:\n", "else:\n",
" raw_data.to_csv('monthly_in_situ_co2_mlo',index=True)\n", " raw_data.to_csv('monthly_in_situ_co2_mlo',index=True)\n",
"\n", "\n",
"raw_data.head(5)" "raw_data.head()"
] ]
}, },
{ {
...@@ -187,7 +187,7 @@ ...@@ -187,7 +187,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 94, "execution_count": 40,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -208,7 +208,7 @@ ...@@ -208,7 +208,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 95, "execution_count": 41,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -323,7 +323,7 @@ ...@@ -323,7 +323,7 @@
"4 1958 5 21320 1958.3699 317.51 314.71 317.86 315.06 317.51 314.71" "4 1958 5 21320 1958.3699 317.51 314.71 317.86 315.06 317.51 314.71"
] ]
}, },
"execution_count": 95, "execution_count": 41,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -341,7 +341,7 @@ ...@@ -341,7 +341,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 96, "execution_count": 42,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -384,7 +384,7 @@ ...@@ -384,7 +384,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 97, "execution_count": 43,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -499,7 +499,7 @@ ...@@ -499,7 +499,7 @@
"75 1964 4 23482 1964.2896 NaN NaN 321.83 319.45 321.83 319.45" "75 1964 4 23482 1964.2896 NaN NaN 321.83 319.45 321.83 319.45"
] ]
}, },
"execution_count": 97, "execution_count": 43,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -510,7 +510,7 @@ ...@@ -510,7 +510,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 98, "execution_count": 44,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -625,7 +625,7 @@ ...@@ -625,7 +625,7 @@
"6 1958 7 21381 1958.5370 315.86 315.19 315.86 315.22 315.86 315.19" "6 1958 7 21381 1958.5370 315.86 315.19 315.86 315.22 315.86 315.19"
] ]
}, },
"execution_count": 98, "execution_count": 44,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -644,7 +644,7 @@ ...@@ -644,7 +644,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 99, "execution_count": 45,
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
...@@ -783,7 +783,7 @@ ...@@ -783,7 +783,7 @@
"1958-10-01 314.93 316.19 " "1958-10-01 314.93 316.19 "
] ]
}, },
"execution_count": 99, "execution_count": 45,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -804,7 +804,7 @@ ...@@ -804,7 +804,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 100, "execution_count": 46,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -835,7 +835,7 @@ ...@@ -835,7 +835,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 101, "execution_count": 47,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -887,7 +887,7 @@ ...@@ -887,7 +887,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 102, "execution_count": 48,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -945,7 +945,7 @@ ...@@ -945,7 +945,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 103, "execution_count": 49,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1082,16 +1082,1285 @@ ...@@ -1082,16 +1082,1285 @@
"1964-06-01 319.45 " "1964-06-01 319.45 "
] ]
}, },
"execution_count": 103, "execution_count": 49,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
], ],
"source": [ "source": [
"data['period'] = pd.Series([datetime.date(y,m,1) for y,m in zip(data['Yr'],data['Mn'])])\n", "data2 = data.copy()\n",
"data = data.set_index('period') \n", "\n",
"data.head()\n", "data2['period'] = pd.Series([datetime.date(y,m,1) for y,m in zip(data2['Yr'],data2['Mn'])])\n",
"data[data.isnull().any(axis=1)]" "data2 = data2.set_index('period') \n",
"data2.head()\n",
"d = data2[data2.isnull().any(axis=1)]\n",
"d"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date 1</th>\n",
" <th>Date 2</th>\n",
" <th>s1</th>\n",
" <th>s2</th>\n",
" <th>s3</th>\n",
" <th>s4</th>\n",
" <th>s5</th>\n",
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" <th></th>\n",
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" <th>1958-05-01</th>\n",
" <td>1958</td>\n",
" <td>3</td>\n",
" <td>21259</td>\n",
" <td>1958.2027</td>\n",
" <td>315.700</td>\n",
" <td>314.44</td>\n",
" <td>316.19</td>\n",
" <td>314.91</td>\n",
" <td>315.70</td>\n",
" <td>314.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-06-01</th>\n",
" <td>1958</td>\n",
" <td>4</td>\n",
" <td>21290</td>\n",
" <td>1958.2877</td>\n",
" <td>317.450</td>\n",
" <td>315.16</td>\n",
" <td>317.30</td>\n",
" <td>314.99</td>\n",
" <td>317.45</td>\n",
" <td>315.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-07-01</th>\n",
" <td>1958</td>\n",
" <td>5</td>\n",
" <td>21320</td>\n",
" <td>1958.3699</td>\n",
" <td>317.510</td>\n",
" <td>314.71</td>\n",
" <td>317.86</td>\n",
" <td>315.06</td>\n",
" <td>317.51</td>\n",
" <td>314.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-08-01</th>\n",
" <td>1958</td>\n",
" <td>6</td>\n",
" <td>21351</td>\n",
" <td>1958.4548</td>\n",
" <td>316.685</td>\n",
" <td>314.95</td>\n",
" <td>317.24</td>\n",
" <td>315.14</td>\n",
" <td>317.24</td>\n",
" <td>315.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-09-01</th>\n",
" <td>1958</td>\n",
" <td>7</td>\n",
" <td>21381</td>\n",
" <td>1958.5370</td>\n",
" <td>315.860</td>\n",
" <td>315.19</td>\n",
" <td>315.86</td>\n",
" <td>315.22</td>\n",
" <td>315.86</td>\n",
" <td>315.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-10-01</th>\n",
" <td>1958</td>\n",
" <td>8</td>\n",
" <td>21412</td>\n",
" <td>1958.6219</td>\n",
" <td>314.930</td>\n",
" <td>316.19</td>\n",
" <td>314.00</td>\n",
" <td>315.29</td>\n",
" <td>314.93</td>\n",
" <td>316.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-11-01</th>\n",
" <td>1958</td>\n",
" <td>9</td>\n",
" <td>21443</td>\n",
" <td>1958.7068</td>\n",
" <td>313.210</td>\n",
" <td>316.08</td>\n",
" <td>312.46</td>\n",
" <td>315.35</td>\n",
" <td>313.21</td>\n",
" <td>316.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958-12-01</th>\n",
" <td>1958</td>\n",
" <td>10</td>\n",
" <td>21473</td>\n",
" <td>1958.7890</td>\n",
" <td>313.270</td>\n",
" <td>315.64</td>\n",
" <td>312.44</td>\n",
" <td>315.40</td>\n",
" <td>312.44</td>\n",
" <td>315.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-01-01</th>\n",
" <td>1958</td>\n",
" <td>11</td>\n",
" <td>21504</td>\n",
" <td>1958.8740</td>\n",
" <td>313.330</td>\n",
" <td>315.20</td>\n",
" <td>313.62</td>\n",
" <td>315.46</td>\n",
" <td>313.33</td>\n",
" <td>315.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-02-01</th>\n",
" <td>1958</td>\n",
" <td>12</td>\n",
" <td>21534</td>\n",
" <td>1958.9562</td>\n",
" <td>314.670</td>\n",
" <td>315.43</td>\n",
" <td>314.77</td>\n",
" <td>315.51</td>\n",
" <td>314.67</td>\n",
" <td>315.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-03-01</th>\n",
" <td>1959</td>\n",
" <td>1</td>\n",
" <td>21565</td>\n",
" <td>1959.0411</td>\n",
" <td>315.580</td>\n",
" <td>315.54</td>\n",
" <td>315.62</td>\n",
" <td>315.57</td>\n",
" <td>315.58</td>\n",
" <td>315.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-04-01</th>\n",
" <td>1959</td>\n",
" <td>2</td>\n",
" <td>21596</td>\n",
" <td>1959.1260</td>\n",
" <td>316.490</td>\n",
" <td>315.86</td>\n",
" <td>316.27</td>\n",
" <td>315.63</td>\n",
" <td>316.49</td>\n",
" <td>315.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-05-01</th>\n",
" <td>1959</td>\n",
" <td>3</td>\n",
" <td>21624</td>\n",
" <td>1959.2027</td>\n",
" <td>316.650</td>\n",
" <td>315.38</td>\n",
" <td>316.98</td>\n",
" <td>315.69</td>\n",
" <td>316.65</td>\n",
" <td>315.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-06-01</th>\n",
" <td>1959</td>\n",
" <td>4</td>\n",
" <td>21655</td>\n",
" <td>1959.2877</td>\n",
" <td>317.720</td>\n",
" <td>315.42</td>\n",
" <td>318.09</td>\n",
" <td>315.77</td>\n",
" <td>317.72</td>\n",
" <td>315.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-07-01</th>\n",
" <td>1959</td>\n",
" <td>5</td>\n",
" <td>21685</td>\n",
" <td>1959.3699</td>\n",
" <td>318.290</td>\n",
" <td>315.49</td>\n",
" <td>318.65</td>\n",
" <td>315.85</td>\n",
" <td>318.29</td>\n",
" <td>315.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-08-01</th>\n",
" <td>1959</td>\n",
" <td>6</td>\n",
" <td>21716</td>\n",
" <td>1959.4548</td>\n",
" <td>318.150</td>\n",
" <td>316.03</td>\n",
" <td>318.04</td>\n",
" <td>315.94</td>\n",
" <td>318.15</td>\n",
" <td>316.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-09-01</th>\n",
" <td>1959</td>\n",
" <td>7</td>\n",
" <td>21746</td>\n",
" <td>1959.5370</td>\n",
" <td>316.540</td>\n",
" <td>315.86</td>\n",
" <td>316.67</td>\n",
" <td>316.03</td>\n",
" <td>316.54</td>\n",
" <td>315.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-10-01</th>\n",
" <td>1959</td>\n",
" <td>8</td>\n",
" <td>21777</td>\n",
" <td>1959.6219</td>\n",
" <td>314.800</td>\n",
" <td>316.06</td>\n",
" <td>314.83</td>\n",
" <td>316.12</td>\n",
" <td>314.80</td>\n",
" <td>316.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-11-01</th>\n",
" <td>1959</td>\n",
" <td>9</td>\n",
" <td>21808</td>\n",
" <td>1959.7068</td>\n",
" <td>313.840</td>\n",
" <td>316.72</td>\n",
" <td>313.32</td>\n",
" <td>316.22</td>\n",
" <td>313.84</td>\n",
" <td>316.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959-12-01</th>\n",
" <td>1959</td>\n",
" <td>10</td>\n",
" <td>21838</td>\n",
" <td>1959.7890</td>\n",
" <td>313.330</td>\n",
" <td>316.32</td>\n",
" <td>313.33</td>\n",
" <td>316.30</td>\n",
" <td>313.33</td>\n",
" <td>316.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-01-01</th>\n",
" <td>1959</td>\n",
" <td>11</td>\n",
" <td>21869</td>\n",
" <td>1959.8740</td>\n",
" <td>314.810</td>\n",
" <td>316.68</td>\n",
" <td>314.54</td>\n",
" <td>316.39</td>\n",
" <td>314.81</td>\n",
" <td>316.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-02-01</th>\n",
" <td>1959</td>\n",
" <td>12</td>\n",
" <td>21899</td>\n",
" <td>1959.9562</td>\n",
" <td>315.580</td>\n",
" <td>316.35</td>\n",
" <td>315.72</td>\n",
" <td>316.47</td>\n",
" <td>315.58</td>\n",
" <td>316.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-03-01</th>\n",
" <td>1960</td>\n",
" <td>1</td>\n",
" <td>21930</td>\n",
" <td>1960.0410</td>\n",
" <td>316.430</td>\n",
" <td>316.39</td>\n",
" <td>316.61</td>\n",
" <td>316.56</td>\n",
" <td>316.43</td>\n",
" <td>316.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-04-01</th>\n",
" <td>1960</td>\n",
" <td>2</td>\n",
" <td>21961</td>\n",
" <td>1960.1257</td>\n",
" <td>316.980</td>\n",
" <td>316.35</td>\n",
" <td>317.27</td>\n",
" <td>316.64</td>\n",
" <td>316.98</td>\n",
" <td>316.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-05-01</th>\n",
" <td>1960</td>\n",
" <td>3</td>\n",
" <td>21990</td>\n",
" <td>1960.2049</td>\n",
" <td>317.580</td>\n",
" <td>316.28</td>\n",
" <td>318.03</td>\n",
" <td>316.71</td>\n",
" <td>317.58</td>\n",
" <td>316.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-06-01</th>\n",
" <td>1960</td>\n",
" <td>4</td>\n",
" <td>22021</td>\n",
" <td>1960.2896</td>\n",
" <td>319.030</td>\n",
" <td>316.70</td>\n",
" <td>319.14</td>\n",
" <td>316.79</td>\n",
" <td>319.03</td>\n",
" <td>316.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-07-01</th>\n",
" <td>1960</td>\n",
" <td>5</td>\n",
" <td>22051</td>\n",
" <td>1960.3716</td>\n",
" <td>320.040</td>\n",
" <td>317.22</td>\n",
" <td>319.67</td>\n",
" <td>316.86</td>\n",
" <td>320.04</td>\n",
" <td>317.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-08-01</th>\n",
" <td>1960</td>\n",
" <td>6</td>\n",
" <td>22082</td>\n",
" <td>1960.4563</td>\n",
" <td>319.590</td>\n",
" <td>317.48</td>\n",
" <td>319.01</td>\n",
" <td>316.93</td>\n",
" <td>319.59</td>\n",
" <td>317.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-09-01</th>\n",
" <td>1960</td>\n",
" <td>7</td>\n",
" <td>22112</td>\n",
" <td>1960.5383</td>\n",
" <td>318.180</td>\n",
" <td>317.53</td>\n",
" <td>317.60</td>\n",
" <td>316.98</td>\n",
" <td>318.18</td>\n",
" <td>317.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-10-01</th>\n",
" <td>1960</td>\n",
" <td>8</td>\n",
" <td>22143</td>\n",
" <td>1960.6230</td>\n",
" <td>315.900</td>\n",
" <td>317.20</td>\n",
" <td>315.69</td>\n",
" <td>317.01</td>\n",
" <td>315.90</td>\n",
" <td>317.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-01</th>\n",
" <td>2017</td>\n",
" <td>8</td>\n",
" <td>42962</td>\n",
" <td>2017.6219</td>\n",
" <td>405.240</td>\n",
" <td>406.77</td>\n",
" <td>405.20</td>\n",
" <td>406.76</td>\n",
" <td>405.24</td>\n",
" <td>406.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-11-01</th>\n",
" <td>2017</td>\n",
" <td>9</td>\n",
" <td>42993</td>\n",
" <td>2017.7068</td>\n",
" <td>403.270</td>\n",
" <td>406.76</td>\n",
" <td>403.41</td>\n",
" <td>406.92</td>\n",
" <td>403.27</td>\n",
" <td>406.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-01</th>\n",
" <td>2017</td>\n",
" <td>10</td>\n",
" <td>43023</td>\n",
" <td>2017.7890</td>\n",
" <td>403.640</td>\n",
" <td>407.25</td>\n",
" <td>403.47</td>\n",
" <td>407.07</td>\n",
" <td>403.64</td>\n",
" <td>407.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-01</th>\n",
" <td>2017</td>\n",
" <td>11</td>\n",
" <td>43054</td>\n",
" <td>2017.8740</td>\n",
" <td>405.170</td>\n",
" <td>407.43</td>\n",
" <td>404.98</td>\n",
" <td>407.22</td>\n",
" <td>405.17</td>\n",
" <td>407.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-02-01</th>\n",
" <td>2017</td>\n",
" <td>12</td>\n",
" <td>43084</td>\n",
" <td>2017.9562</td>\n",
" <td>406.750</td>\n",
" <td>407.68</td>\n",
" <td>406.46</td>\n",
" <td>407.37</td>\n",
" <td>406.75</td>\n",
" <td>407.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-03-01</th>\n",
" <td>2018</td>\n",
" <td>1</td>\n",
" <td>43115</td>\n",
" <td>2018.0411</td>\n",
" <td>408.050</td>\n",
" <td>408.00</td>\n",
" <td>407.58</td>\n",
" <td>407.52</td>\n",
" <td>408.05</td>\n",
" <td>408.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-04-01</th>\n",
" <td>2018</td>\n",
" <td>2</td>\n",
" <td>43146</td>\n",
" <td>2018.1260</td>\n",
" <td>408.340</td>\n",
" <td>407.59</td>\n",
" <td>408.44</td>\n",
" <td>407.68</td>\n",
" <td>408.34</td>\n",
" <td>407.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-01</th>\n",
" <td>2018</td>\n",
" <td>3</td>\n",
" <td>43174</td>\n",
" <td>2018.2027</td>\n",
" <td>409.250</td>\n",
" <td>407.71</td>\n",
" <td>409.39</td>\n",
" <td>407.82</td>\n",
" <td>409.25</td>\n",
" <td>407.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-06-01</th>\n",
" <td>2018</td>\n",
" <td>4</td>\n",
" <td>43205</td>\n",
" <td>2018.2877</td>\n",
" <td>410.300</td>\n",
" <td>407.51</td>\n",
" <td>410.82</td>\n",
" <td>408.00</td>\n",
" <td>410.30</td>\n",
" <td>407.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-07-01</th>\n",
" <td>2018</td>\n",
" <td>5</td>\n",
" <td>43235</td>\n",
" <td>2018.3699</td>\n",
" <td>411.300</td>\n",
" <td>407.90</td>\n",
" <td>411.60</td>\n",
" <td>408.20</td>\n",
" <td>411.30</td>\n",
" <td>407.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-01</th>\n",
" <td>2018</td>\n",
" <td>6</td>\n",
" <td>43266</td>\n",
" <td>2018.4548</td>\n",
" <td>410.880</td>\n",
" <td>408.30</td>\n",
" <td>410.97</td>\n",
" <td>408.42</td>\n",
" <td>410.88</td>\n",
" <td>408.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-01</th>\n",
" <td>2018</td>\n",
" <td>7</td>\n",
" <td>43296</td>\n",
" <td>2018.5370</td>\n",
" <td>408.900</td>\n",
" <td>408.08</td>\n",
" <td>409.43</td>\n",
" <td>408.65</td>\n",
" <td>408.90</td>\n",
" <td>408.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-10-01</th>\n",
" <td>2018</td>\n",
" <td>8</td>\n",
" <td>43327</td>\n",
" <td>2018.6219</td>\n",
" <td>407.100</td>\n",
" <td>408.63</td>\n",
" <td>407.33</td>\n",
" <td>408.91</td>\n",
" <td>407.10</td>\n",
" <td>408.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-01</th>\n",
" <td>2018</td>\n",
" <td>9</td>\n",
" <td>43358</td>\n",
" <td>2018.7068</td>\n",
" <td>405.590</td>\n",
" <td>409.09</td>\n",
" <td>405.66</td>\n",
" <td>409.18</td>\n",
" <td>405.59</td>\n",
" <td>409.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-12-01</th>\n",
" <td>2018</td>\n",
" <td>10</td>\n",
" <td>43388</td>\n",
" <td>2018.7890</td>\n",
" <td>405.990</td>\n",
" <td>409.62</td>\n",
" <td>405.83</td>\n",
" <td>409.44</td>\n",
" <td>405.99</td>\n",
" <td>409.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-01</th>\n",
" <td>2018</td>\n",
" <td>11</td>\n",
" <td>43419</td>\n",
" <td>2018.8740</td>\n",
" <td>408.120</td>\n",
" <td>410.39</td>\n",
" <td>407.47</td>\n",
" <td>409.72</td>\n",
" <td>408.12</td>\n",
" <td>410.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-02-01</th>\n",
" <td>2018</td>\n",
" <td>12</td>\n",
" <td>43449</td>\n",
" <td>2018.9562</td>\n",
" <td>409.230</td>\n",
" <td>410.16</td>\n",
" <td>409.07</td>\n",
" <td>409.97</td>\n",
" <td>409.23</td>\n",
" <td>410.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-03-01</th>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>43480</td>\n",
" <td>2019.0411</td>\n",
" <td>410.920</td>\n",
" <td>410.87</td>\n",
" <td>410.29</td>\n",
" <td>410.23</td>\n",
" <td>410.92</td>\n",
" <td>410.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-04-01</th>\n",
" <td>2019</td>\n",
" <td>2</td>\n",
" <td>43511</td>\n",
" <td>2019.1260</td>\n",
" <td>411.660</td>\n",
" <td>410.90</td>\n",
" <td>411.24</td>\n",
" <td>410.47</td>\n",
" <td>411.66</td>\n",
" <td>410.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-05-01</th>\n",
" <td>2019</td>\n",
" <td>3</td>\n",
" <td>43539</td>\n",
" <td>2019.2027</td>\n",
" <td>412.000</td>\n",
" <td>410.45</td>\n",
" <td>412.25</td>\n",
" <td>410.68</td>\n",
" <td>412.00</td>\n",
" <td>410.45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-06-01</th>\n",
" <td>2019</td>\n",
" <td>4</td>\n",
" <td>43570</td>\n",
" <td>2019.2877</td>\n",
" <td>413.520</td>\n",
" <td>410.72</td>\n",
" <td>413.73</td>\n",
" <td>410.91</td>\n",
" <td>413.52</td>\n",
" <td>410.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-01</th>\n",
" <td>2019</td>\n",
" <td>5</td>\n",
" <td>43600</td>\n",
" <td>2019.3699</td>\n",
" <td>414.830</td>\n",
" <td>411.42</td>\n",
" <td>414.54</td>\n",
" <td>411.13</td>\n",
" <td>414.83</td>\n",
" <td>411.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-01</th>\n",
" <td>2019</td>\n",
" <td>6</td>\n",
" <td>43631</td>\n",
" <td>2019.4548</td>\n",
" <td>413.960</td>\n",
" <td>411.38</td>\n",
" <td>413.91</td>\n",
" <td>411.35</td>\n",
" <td>413.96</td>\n",
" <td>411.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-01</th>\n",
" <td>2019</td>\n",
" <td>7</td>\n",
" <td>43661</td>\n",
" <td>2019.5370</td>\n",
" <td>411.850</td>\n",
" <td>411.03</td>\n",
" <td>412.36</td>\n",
" <td>411.57</td>\n",
" <td>411.85</td>\n",
" <td>411.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-01</th>\n",
" <td>2019</td>\n",
" <td>8</td>\n",
" <td>43692</td>\n",
" <td>2019.6219</td>\n",
" <td>410.080</td>\n",
" <td>411.62</td>\n",
" <td>410.23</td>\n",
" <td>411.81</td>\n",
" <td>410.08</td>\n",
" <td>411.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-11-01</th>\n",
" <td>2019</td>\n",
" <td>9</td>\n",
" <td>43723</td>\n",
" <td>2019.7068</td>\n",
" <td>408.550</td>\n",
" <td>412.06</td>\n",
" <td>408.52</td>\n",
" <td>412.05</td>\n",
" <td>408.55</td>\n",
" <td>412.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-01</th>\n",
" <td>2019</td>\n",
" <td>10</td>\n",
" <td>43753</td>\n",
" <td>2019.7890</td>\n",
" <td>408.430</td>\n",
" <td>412.07</td>\n",
" <td>408.67</td>\n",
" <td>412.29</td>\n",
" <td>408.43</td>\n",
" <td>412.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-01</th>\n",
" <td>2019</td>\n",
" <td>11</td>\n",
" <td>43784</td>\n",
" <td>2019.8740</td>\n",
" <td>410.280</td>\n",
" <td>412.56</td>\n",
" <td>410.29</td>\n",
" <td>412.54</td>\n",
" <td>410.28</td>\n",
" <td>412.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NaN</th>\n",
" <td>2019</td>\n",
" <td>12</td>\n",
" <td>43814</td>\n",
" <td>2019.9562</td>\n",
" <td>411.850</td>\n",
" <td>412.78</td>\n",
" <td>411.88</td>\n",
" <td>412.79</td>\n",
" <td>411.85</td>\n",
" <td>412.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NaN</th>\n",
" <td>2020</td>\n",
" <td>1</td>\n",
" <td>43845</td>\n",
" <td>2020.0410</td>\n",
" <td>413.370</td>\n",
" <td>413.33</td>\n",
" <td>413.11</td>\n",
" <td>413.05</td>\n",
" <td>413.37</td>\n",
" <td>413.33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>743 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date 1 Date 2 s1 s2 s3 s4 \\\n",
"period \n",
"1958-05-01 1958 3 21259 1958.2027 315.700 314.44 316.19 314.91 \n",
"1958-06-01 1958 4 21290 1958.2877 317.450 315.16 317.30 314.99 \n",
"1958-07-01 1958 5 21320 1958.3699 317.510 314.71 317.86 315.06 \n",
"1958-08-01 1958 6 21351 1958.4548 316.685 314.95 317.24 315.14 \n",
"1958-09-01 1958 7 21381 1958.5370 315.860 315.19 315.86 315.22 \n",
"1958-10-01 1958 8 21412 1958.6219 314.930 316.19 314.00 315.29 \n",
"1958-11-01 1958 9 21443 1958.7068 313.210 316.08 312.46 315.35 \n",
"1958-12-01 1958 10 21473 1958.7890 313.270 315.64 312.44 315.40 \n",
"1959-01-01 1958 11 21504 1958.8740 313.330 315.20 313.62 315.46 \n",
"1959-02-01 1958 12 21534 1958.9562 314.670 315.43 314.77 315.51 \n",
"1959-03-01 1959 1 21565 1959.0411 315.580 315.54 315.62 315.57 \n",
"1959-04-01 1959 2 21596 1959.1260 316.490 315.86 316.27 315.63 \n",
"1959-05-01 1959 3 21624 1959.2027 316.650 315.38 316.98 315.69 \n",
"1959-06-01 1959 4 21655 1959.2877 317.720 315.42 318.09 315.77 \n",
"1959-07-01 1959 5 21685 1959.3699 318.290 315.49 318.65 315.85 \n",
"1959-08-01 1959 6 21716 1959.4548 318.150 316.03 318.04 315.94 \n",
"1959-09-01 1959 7 21746 1959.5370 316.540 315.86 316.67 316.03 \n",
"1959-10-01 1959 8 21777 1959.6219 314.800 316.06 314.83 316.12 \n",
"1959-11-01 1959 9 21808 1959.7068 313.840 316.72 313.32 316.22 \n",
"1959-12-01 1959 10 21838 1959.7890 313.330 316.32 313.33 316.30 \n",
"1960-01-01 1959 11 21869 1959.8740 314.810 316.68 314.54 316.39 \n",
"1960-02-01 1959 12 21899 1959.9562 315.580 316.35 315.72 316.47 \n",
"1960-03-01 1960 1 21930 1960.0410 316.430 316.39 316.61 316.56 \n",
"1960-04-01 1960 2 21961 1960.1257 316.980 316.35 317.27 316.64 \n",
"1960-05-01 1960 3 21990 1960.2049 317.580 316.28 318.03 316.71 \n",
"1960-06-01 1960 4 22021 1960.2896 319.030 316.70 319.14 316.79 \n",
"1960-07-01 1960 5 22051 1960.3716 320.040 317.22 319.67 316.86 \n",
"1960-08-01 1960 6 22082 1960.4563 319.590 317.48 319.01 316.93 \n",
"1960-09-01 1960 7 22112 1960.5383 318.180 317.53 317.60 316.98 \n",
"1960-10-01 1960 8 22143 1960.6230 315.900 317.20 315.69 317.01 \n",
"... ... .. ... ... ... ... ... ... \n",
"2017-10-01 2017 8 42962 2017.6219 405.240 406.77 405.20 406.76 \n",
"2017-11-01 2017 9 42993 2017.7068 403.270 406.76 403.41 406.92 \n",
"2017-12-01 2017 10 43023 2017.7890 403.640 407.25 403.47 407.07 \n",
"2018-01-01 2017 11 43054 2017.8740 405.170 407.43 404.98 407.22 \n",
"2018-02-01 2017 12 43084 2017.9562 406.750 407.68 406.46 407.37 \n",
"2018-03-01 2018 1 43115 2018.0411 408.050 408.00 407.58 407.52 \n",
"2018-04-01 2018 2 43146 2018.1260 408.340 407.59 408.44 407.68 \n",
"2018-05-01 2018 3 43174 2018.2027 409.250 407.71 409.39 407.82 \n",
"2018-06-01 2018 4 43205 2018.2877 410.300 407.51 410.82 408.00 \n",
"2018-07-01 2018 5 43235 2018.3699 411.300 407.90 411.60 408.20 \n",
"2018-08-01 2018 6 43266 2018.4548 410.880 408.30 410.97 408.42 \n",
"2018-09-01 2018 7 43296 2018.5370 408.900 408.08 409.43 408.65 \n",
"2018-10-01 2018 8 43327 2018.6219 407.100 408.63 407.33 408.91 \n",
"2018-11-01 2018 9 43358 2018.7068 405.590 409.09 405.66 409.18 \n",
"2018-12-01 2018 10 43388 2018.7890 405.990 409.62 405.83 409.44 \n",
"2019-01-01 2018 11 43419 2018.8740 408.120 410.39 407.47 409.72 \n",
"2019-02-01 2018 12 43449 2018.9562 409.230 410.16 409.07 409.97 \n",
"2019-03-01 2019 1 43480 2019.0411 410.920 410.87 410.29 410.23 \n",
"2019-04-01 2019 2 43511 2019.1260 411.660 410.90 411.24 410.47 \n",
"2019-05-01 2019 3 43539 2019.2027 412.000 410.45 412.25 410.68 \n",
"2019-06-01 2019 4 43570 2019.2877 413.520 410.72 413.73 410.91 \n",
"2019-07-01 2019 5 43600 2019.3699 414.830 411.42 414.54 411.13 \n",
"2019-08-01 2019 6 43631 2019.4548 413.960 411.38 413.91 411.35 \n",
"2019-09-01 2019 7 43661 2019.5370 411.850 411.03 412.36 411.57 \n",
"2019-10-01 2019 8 43692 2019.6219 410.080 411.62 410.23 411.81 \n",
"2019-11-01 2019 9 43723 2019.7068 408.550 412.06 408.52 412.05 \n",
"2019-12-01 2019 10 43753 2019.7890 408.430 412.07 408.67 412.29 \n",
"2020-01-01 2019 11 43784 2019.8740 410.280 412.56 410.29 412.54 \n",
"NaN 2019 12 43814 2019.9562 411.850 412.78 411.88 412.79 \n",
"NaN 2020 1 43845 2020.0410 413.370 413.33 413.11 413.05 \n",
"\n",
" s5 s6 \n",
"period \n",
"1958-05-01 315.70 314.44 \n",
"1958-06-01 317.45 315.16 \n",
"1958-07-01 317.51 314.71 \n",
"1958-08-01 317.24 315.14 \n",
"1958-09-01 315.86 315.19 \n",
"1958-10-01 314.93 316.19 \n",
"1958-11-01 313.21 316.08 \n",
"1958-12-01 312.44 315.40 \n",
"1959-01-01 313.33 315.20 \n",
"1959-02-01 314.67 315.43 \n",
"1959-03-01 315.58 315.54 \n",
"1959-04-01 316.49 315.86 \n",
"1959-05-01 316.65 315.38 \n",
"1959-06-01 317.72 315.42 \n",
"1959-07-01 318.29 315.49 \n",
"1959-08-01 318.15 316.03 \n",
"1959-09-01 316.54 315.86 \n",
"1959-10-01 314.80 316.06 \n",
"1959-11-01 313.84 316.72 \n",
"1959-12-01 313.33 316.32 \n",
"1960-01-01 314.81 316.68 \n",
"1960-02-01 315.58 316.35 \n",
"1960-03-01 316.43 316.39 \n",
"1960-04-01 316.98 316.35 \n",
"1960-05-01 317.58 316.28 \n",
"1960-06-01 319.03 316.70 \n",
"1960-07-01 320.04 317.22 \n",
"1960-08-01 319.59 317.48 \n",
"1960-09-01 318.18 317.53 \n",
"1960-10-01 315.90 317.20 \n",
"... ... ... \n",
"2017-10-01 405.24 406.77 \n",
"2017-11-01 403.27 406.76 \n",
"2017-12-01 403.64 407.25 \n",
"2018-01-01 405.17 407.43 \n",
"2018-02-01 406.75 407.68 \n",
"2018-03-01 408.05 408.00 \n",
"2018-04-01 408.34 407.59 \n",
"2018-05-01 409.25 407.71 \n",
"2018-06-01 410.30 407.51 \n",
"2018-07-01 411.30 407.90 \n",
"2018-08-01 410.88 408.30 \n",
"2018-09-01 408.90 408.08 \n",
"2018-10-01 407.10 408.63 \n",
"2018-11-01 405.59 409.09 \n",
"2018-12-01 405.99 409.62 \n",
"2019-01-01 408.12 410.39 \n",
"2019-02-01 409.23 410.16 \n",
"2019-03-01 410.92 410.87 \n",
"2019-04-01 411.66 410.90 \n",
"2019-05-01 412.00 410.45 \n",
"2019-06-01 413.52 410.72 \n",
"2019-07-01 414.83 411.42 \n",
"2019-08-01 413.96 411.38 \n",
"2019-09-01 411.85 411.03 \n",
"2019-10-01 410.08 411.62 \n",
"2019-11-01 408.55 412.06 \n",
"2019-12-01 408.43 412.07 \n",
"2020-01-01 410.28 412.56 \n",
"NaN 411.85 412.78 \n",
"NaN 413.37 413.33 \n",
"\n",
"[743 rows x 10 columns]"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a = data2.interpolate(method='linear', limit_direction='forward',limit=3)\n",
"a"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"316.685"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(317.51+315.86)/2\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date 1</th>\n",
" <th>Date 2</th>\n",
" <th>s1</th>\n",
" <th>s2</th>\n",
" <th>s3</th>\n",
" <th>s4</th>\n",
" <th>s5</th>\n",
" <th>s6</th>\n",
" </tr>\n",
" <tr>\n",
" <th>period</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1964-03-01</th>\n",
" <td>1964</td>\n",
" <td>1</td>\n",
" <td>23391</td>\n",
" <td>1964.0410</td>\n",
" <td>319.5700</td>\n",
" <td>319.5300</td>\n",
" <td>319.37</td>\n",
" <td>319.32</td>\n",
" <td>319.57</td>\n",
" <td>319.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-04-01</th>\n",
" <td>1964</td>\n",
" <td>2</td>\n",
" <td>23422</td>\n",
" <td>1964.1257</td>\n",
" <td>320.2425</td>\n",
" <td>319.4975</td>\n",
" <td>320.01</td>\n",
" <td>319.36</td>\n",
" <td>320.01</td>\n",
" <td>319.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-05-01</th>\n",
" <td>1964</td>\n",
" <td>3</td>\n",
" <td>23451</td>\n",
" <td>1964.2049</td>\n",
" <td>320.9150</td>\n",
" <td>319.4650</td>\n",
" <td>320.74</td>\n",
" <td>319.41</td>\n",
" <td>320.74</td>\n",
" <td>319.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-06-01</th>\n",
" <td>1964</td>\n",
" <td>4</td>\n",
" <td>23482</td>\n",
" <td>1964.2896</td>\n",
" <td>321.5875</td>\n",
" <td>319.4325</td>\n",
" <td>321.83</td>\n",
" <td>319.45</td>\n",
" <td>321.83</td>\n",
" <td>319.45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-07-01</th>\n",
" <td>1964</td>\n",
" <td>5</td>\n",
" <td>23512</td>\n",
" <td>1964.3716</td>\n",
" <td>322.2600</td>\n",
" <td>319.4000</td>\n",
" <td>322.34</td>\n",
" <td>319.49</td>\n",
" <td>322.26</td>\n",
" <td>319.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-08-01</th>\n",
" <td>1964</td>\n",
" <td>6</td>\n",
" <td>23543</td>\n",
" <td>1964.4563</td>\n",
" <td>321.8900</td>\n",
" <td>319.7500</td>\n",
" <td>321.64</td>\n",
" <td>319.52</td>\n",
" <td>321.89</td>\n",
" <td>319.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-09-01</th>\n",
" <td>1964</td>\n",
" <td>7</td>\n",
" <td>23573</td>\n",
" <td>1964.5383</td>\n",
" <td>320.4400</td>\n",
" <td>319.7800</td>\n",
" <td>320.19</td>\n",
" <td>319.55</td>\n",
" <td>320.44</td>\n",
" <td>319.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-10-01</th>\n",
" <td>1964</td>\n",
" <td>8</td>\n",
" <td>23604</td>\n",
" <td>1964.6230</td>\n",
" <td>318.6900</td>\n",
" <td>320.0000</td>\n",
" <td>318.24</td>\n",
" <td>319.58</td>\n",
" <td>318.69</td>\n",
" <td>320.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-11-01</th>\n",
" <td>1964</td>\n",
" <td>9</td>\n",
" <td>23635</td>\n",
" <td>1964.7077</td>\n",
" <td>316.7100</td>\n",
" <td>319.6500</td>\n",
" <td>316.64</td>\n",
" <td>319.60</td>\n",
" <td>316.71</td>\n",
" <td>319.65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964-12-01</th>\n",
" <td>1964</td>\n",
" <td>10</td>\n",
" <td>23665</td>\n",
" <td>1964.7896</td>\n",
" <td>316.8700</td>\n",
" <td>319.9100</td>\n",
" <td>316.59</td>\n",
" <td>319.62</td>\n",
" <td>316.87</td>\n",
" <td>319.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1965-01-01</th>\n",
" <td>1964</td>\n",
" <td>11</td>\n",
" <td>23696</td>\n",
" <td>1964.8743</td>\n",
" <td>317.6800</td>\n",
" <td>319.5800</td>\n",
" <td>317.76</td>\n",
" <td>319.64</td>\n",
" <td>317.68</td>\n",
" <td>319.58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1965-02-01</th>\n",
" <td>1964</td>\n",
" <td>12</td>\n",
" <td>23726</td>\n",
" <td>1964.9563</td>\n",
" <td>318.7100</td>\n",
" <td>319.4900</td>\n",
" <td>318.89</td>\n",
" <td>319.66</td>\n",
" <td>318.71</td>\n",
" <td>319.49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date 1 Date 2 s1 s2 s3 s4 \\\n",
"period \n",
"1964-03-01 1964 1 23391 1964.0410 319.5700 319.5300 319.37 319.32 \n",
"1964-04-01 1964 2 23422 1964.1257 320.2425 319.4975 320.01 319.36 \n",
"1964-05-01 1964 3 23451 1964.2049 320.9150 319.4650 320.74 319.41 \n",
"1964-06-01 1964 4 23482 1964.2896 321.5875 319.4325 321.83 319.45 \n",
"1964-07-01 1964 5 23512 1964.3716 322.2600 319.4000 322.34 319.49 \n",
"1964-08-01 1964 6 23543 1964.4563 321.8900 319.7500 321.64 319.52 \n",
"1964-09-01 1964 7 23573 1964.5383 320.4400 319.7800 320.19 319.55 \n",
"1964-10-01 1964 8 23604 1964.6230 318.6900 320.0000 318.24 319.58 \n",
"1964-11-01 1964 9 23635 1964.7077 316.7100 319.6500 316.64 319.60 \n",
"1964-12-01 1964 10 23665 1964.7896 316.8700 319.9100 316.59 319.62 \n",
"1965-01-01 1964 11 23696 1964.8743 317.6800 319.5800 317.76 319.64 \n",
"1965-02-01 1964 12 23726 1964.9563 318.7100 319.4900 318.89 319.66 \n",
"\n",
" s5 s6 \n",
"period \n",
"1964-03-01 319.57 319.53 \n",
"1964-04-01 320.01 319.36 \n",
"1964-05-01 320.74 319.41 \n",
"1964-06-01 321.83 319.45 \n",
"1964-07-01 322.26 319.40 \n",
"1964-08-01 321.89 319.75 \n",
"1964-09-01 320.44 319.78 \n",
"1964-10-01 318.69 320.00 \n",
"1964-11-01 316.71 319.65 \n",
"1964-12-01 316.87 319.91 \n",
"1965-01-01 317.68 319.58 \n",
"1965-02-01 318.71 319.49 "
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = a[(a.Yr >= 1964) & (a.Yr < 1965)]\n",
"d\n"
] ]
}, },
{ {
......
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