<commit_before>
Output Produced

Data Statistics - Dataframe
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| Column                 | Type                |   Elements |   Valid |   Valid (%) |   Missing |   Missing (%) |
+========================+=====================+============+=========+=============+===========+===============+
| CRATER_ID              | categorical         |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| CRATER_NAME            | categorical         |     384343 |     987 |    0.256802 |    383356 |       99.7432 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| LATITUDE_CIRCLE_IMAGE  | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| LONGITUDE_CIRCLE_IMAGE | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| DIAM_CIRCLE_IMAGE      | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| DEPTH_RIMFLOOR_TOPOG   | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_1    | categorical         |     384343 |   44625 |   11.6107   |    339718 |       88.3893 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_2    | categorical         |     384343 |   19476 |    5.06735  |    364867 |       94.9327 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_3    | categorical         |     384343 |    1293 |    0.336418 |    383050 |       99.6636 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| NUMBER_LAYERS          | numerical (int32)   |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+

Data Statistics - Numeric Interval
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| Variable               |   count |      min |      max |    range |       mean |   median |    mode |     variance |
+========================+=========+==========+==========+==========+============+==========+=========+==============+
| LATITUDE_CIRCLE_IMAGE  |  384343 |  -86.7   |   85.702 |  172.402 | -7.16537   |  -10.038 | -23.634 | 1130.05      |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| LONGITUDE_CIRCLE_IMAGE |  384343 | -179.997 |  179.997 |  359.994 | 10.2071    |   12.852 | -53.5   | 9337.99      |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| DIAM_CIRCLE_IMAGE      |  384343 |    1     | 1164.22  | 1163.22  |  3.55669   |    1.53  |   1.01  |   73.8223    |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| DEPTH_RIMFLOOR_TOPOG   |  384343 |   -0.42  |    4.95  |    5.37  |  0.0758375 |    0     |   0     |    0.04907   |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| NUMBER_LAYERS          |  384343 |    0     |    5     |    5     |  0.0648353 |    0     |   0     |    0.0929572 |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+

Data Statistics - Numeric Distribution
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| Variable               |   count |       std |      min |   Q1 (25%) |   Q2 (50%) |   Q3 (75%) |     IQR |      max |      skew |
+========================+=========+===========+==========+============+============+============+=========+==========+===========+
| LATITUDE_CIRCLE_IMAGE  |  384343 | 33.6162   |  -86.7   |    -30.914 |    -10.038 |     17.274 |  48.188 |   85.702 |  0.190226 |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| LONGITUDE_CIRCLE_IMAGE |  384343 | 96.6333   | -179.997 |    -58.752 |     12.852 |     89.328 | 148.08  |  179.997 | -0.167513 |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| DIAM_CIRCLE_IMAGE      |  384343 |  8.59199  |    1     |      1.18  |      1.53  |      2.55  |   1.37  | 1164.22  | 23.5265   |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| DEPTH_RIMFLOOR_TOPOG   |  384343 |  0.221518 |   -0.42  |      0     |      0     |      0     |   0     |    4.95  |  4.43317  |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| NUMBER_LAYERS          |  384343 |  0.304889 |    0     |      0     |      0     |      0     |   0     |    5     |  5.68366  |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+

Frequency Analysis - variable 'LATITUDE_CIRCLE_IMAGE'
| Interval          |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|-------------------+-------------+-----------------+--------------------+------------------------|
| (-90.0 <-> -72.0] |        5453 |        1.41878  |               5453 |                1.41878 |
| (-72.0 <-> -54.0] |       26622 |        6.92663  |              32075 |                8.34541 |
| (-54.0 <-> -36.0] |       45365 |       11.8033   |              77440 |               20.1487  |
| (-36.0 <-> -18.0] |       78347 |       20.3847   |             155787 |               40.5333  |
| (-18.0 <-> 0.0]   |       77433 |       20.1468   |             233220 |               60.6802  |
| (0.0 <-> 18.0]    |       57158 |       14.8716   |             290378 |               75.5518  |
| (18.0 <-> 36.0]   |       49520 |       12.8843   |             339898 |               88.4361  |
| (36.0 <-> 54.0]   |       27231 |        7.08508  |             367129 |               95.5212  |
| (54.0 <-> 72.0]   |       15350 |        3.99383  |             382479 |               99.515   |
| (72.0 <-> 90)     |        1864 |        0.484983 |             384343 |              100       |

Frequency Analysis - variable 'LONGITUDE_CIRCLE_IMAGE'
| Interval            |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|---------------------+-------------+-----------------+--------------------+------------------------|
| (-180.0 <-> -144.0] |       33124 |         8.61834 |              33124 |                8.61834 |
| (-144.0 <-> -108.0] |       21185 |         5.512   |              54309 |               14.1303  |
| (-108.0 <-> -72.0]  |       27935 |         7.26825 |              82244 |               21.3986  |
| (-72.0 <-> -36.0]   |       43119 |        11.2189  |             125363 |               32.6175  |
| (-36.0 <-> 0.0]     |       48396 |        12.5919  |             173759 |               45.2094  |
| (0.0 <-> 36.0]      |       51676 |        13.4453  |             225435 |               58.6546  |
| (36.0 <-> 72.0]     |       42231 |        10.9878  |             267666 |               69.6425  |
| (72.0 <-> 108.0]    |       42305 |        11.0071  |             309971 |               80.6496  |
| (108.0 <-> 144.0]   |       39460 |        10.2669  |             349431 |               90.9164  |
| (144.0 <-> 180)     |       34912 |         9.08355 |             384343 |              100       |

Frequency Analysis - variable 'DIAM_CIRCLE_IMAGE'
| Interval               |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|------------------------+-------------+-----------------+--------------------+------------------------|
| (1.0 <-> 117.322]      |      384160 |    99.9524      |             384160 |                99.9524 |
| (117.322 <-> 233.644]  |         148 |     0.0385073   |             384308 |                99.9909 |
| (233.644 <-> 349.966]  |          24 |     0.00624442  |             384332 |                99.9971 |
| (349.966 <-> 466.288]  |           6 |     0.00156111  |             384338 |                99.9987 |
| (466.288 <-> 582.61]   |           2 |     0.000520369 |             384340 |                99.9992 |
| (582.61 <-> 698.932]   |           1 |     0.000260184 |             384341 |                99.9995 |
| (698.932 <-> 815.254]  |           0 |     0           |             384341 |                99.9995 |
| (815.254 <-> 931.576]  |           0 |     0           |             384341 |                99.9995 |
| (931.576 <-> 1047.898] |           0 |     0           |             384341 |                99.9995 |
| (1047.898 <-> 1164.22) |           2 |     0.000520369 |             384343 |               100      |

Column Name: 'LATITUDE_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 381 (0.09913020401048021%)
Floats: 383962 (99.90086979598952%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['LATITUDE_CIRCLE_IMAGE'], errors='coerce')

Column Name: 'LONGITUDE_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 360 (0.09366633449809154%)
Floats: 383983 (99.90633366550192%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['LONGITUDE_CIRCLE_IMAGE'], errors='coerce')

Column Name: 'DIAM_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 5014 (1.3045638921484195%)
Floats: 379329 (98.69543610785158%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['DIAM_CIRCLE_IMAGE'], errors='coerce')<commit_msg>fix output order<commit_after>Output Produced

Column Name: 'LATITUDE_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 381 (0.09913020401048021%)
Floats: 383962 (99.90086979598952%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['LATITUDE_CIRCLE_IMAGE'], errors='coerce')

Column Name: 'LONGITUDE_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 360 (0.09366633449809154%)
Floats: 383983 (99.90633366550192%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['LONGITUDE_CIRCLE_IMAGE'], errors='coerce')

Column Name: 'DIAM_CIRCLE_IMAGE'
Strings: 0 (0.0%)
Integers: 5014 (1.3045638921484195%)
Floats: 379329 (98.69543610785158%)
Invalid: 0 (0.0%)
Missing: 0 (0.0%)
Suggested variable type: Numerical (float)
Load dataset -> data = pandas.read_csv('filename_dataset')
Instruction (1) -> pandas.to_numeric(data['DIAM_CIRCLE_IMAGE'], errors='coerce')

Data Statistics - Dataframe
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| Column                 | Type                |   Elements |   Valid |   Valid (%) |   Missing |   Missing (%) |
+========================+=====================+============+=========+=============+===========+===============+
| CRATER_ID              | categorical         |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| CRATER_NAME            | categorical         |     384343 |     987 |    0.256802 |    383356 |       99.7432 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| LATITUDE_CIRCLE_IMAGE  | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| LONGITUDE_CIRCLE_IMAGE | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| DIAM_CIRCLE_IMAGE      | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| DEPTH_RIMFLOOR_TOPOG   | numerical (float64) |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_1    | categorical         |     384343 |   44625 |   11.6107   |    339718 |       88.3893 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_2    | categorical         |     384343 |   19476 |    5.06735  |    364867 |       94.9327 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| MORPHOLOGY_EJECTA_3    | categorical         |     384343 |    1293 |    0.336418 |    383050 |       99.6636 |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+
| NUMBER_LAYERS          | numerical (int32)   |     384343 |  384343 |  100        |         0 |        0      |
+------------------------+---------------------+------------+---------+-------------+-----------+---------------+

Data Statistics - Numeric Interval
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| Variable               |   count |      min |      max |    range |       mean |   median |    mode |     variance |
+========================+=========+==========+==========+==========+============+==========+=========+==============+
| LATITUDE_CIRCLE_IMAGE  |  384343 |  -86.7   |   85.702 |  172.402 | -7.16537   |  -10.038 | -23.634 | 1130.05      |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| LONGITUDE_CIRCLE_IMAGE |  384343 | -179.997 |  179.997 |  359.994 | 10.2071    |   12.852 | -53.5   | 9337.99      |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| DIAM_CIRCLE_IMAGE      |  384343 |    1     | 1164.22  | 1163.22  |  3.55669   |    1.53  |   1.01  |   73.8223    |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| DEPTH_RIMFLOOR_TOPOG   |  384343 |   -0.42  |    4.95  |    5.37  |  0.0758375 |    0     |   0     |    0.04907   |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+
| NUMBER_LAYERS          |  384343 |    0     |    5     |    5     |  0.0648353 |    0     |   0     |    0.0929572 |
+------------------------+---------+----------+----------+----------+------------+----------+---------+--------------+

Data Statistics - Numeric Distribution
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| Variable               |   count |       std |      min |   Q1 (25%) |   Q2 (50%) |   Q3 (75%) |     IQR |      max |      skew |
+========================+=========+===========+==========+============+============+============+=========+==========+===========+
| LATITUDE_CIRCLE_IMAGE  |  384343 | 33.6162   |  -86.7   |    -30.914 |    -10.038 |     17.274 |  48.188 |   85.702 |  0.190226 |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| LONGITUDE_CIRCLE_IMAGE |  384343 | 96.6333   | -179.997 |    -58.752 |     12.852 |     89.328 | 148.08  |  179.997 | -0.167513 |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| DIAM_CIRCLE_IMAGE      |  384343 |  8.59199  |    1     |      1.18  |      1.53  |      2.55  |   1.37  | 1164.22  | 23.5265   |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| DEPTH_RIMFLOOR_TOPOG   |  384343 |  0.221518 |   -0.42  |      0     |      0     |      0     |   0     |    4.95  |  4.43317  |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+
| NUMBER_LAYERS          |  384343 |  0.304889 |    0     |      0     |      0     |      0     |   0     |    5     |  5.68366  |
+------------------------+---------+-----------+----------+------------+------------+------------+---------+----------+-----------+

Frequency Analysis - variable 'LATITUDE_CIRCLE_IMAGE'
| Interval          |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|-------------------+-------------+-----------------+--------------------+------------------------|
| (-90.0 <-> -72.0] |        5453 |        1.41878  |               5453 |                1.41878 |
| (-72.0 <-> -54.0] |       26622 |        6.92663  |              32075 |                8.34541 |
| (-54.0 <-> -36.0] |       45365 |       11.8033   |              77440 |               20.1487  |
| (-36.0 <-> -18.0] |       78347 |       20.3847   |             155787 |               40.5333  |
| (-18.0 <-> 0.0]   |       77433 |       20.1468   |             233220 |               60.6802  |
| (0.0 <-> 18.0]    |       57158 |       14.8716   |             290378 |               75.5518  |
| (18.0 <-> 36.0]   |       49520 |       12.8843   |             339898 |               88.4361  |
| (36.0 <-> 54.0]   |       27231 |        7.08508  |             367129 |               95.5212  |
| (54.0 <-> 72.0]   |       15350 |        3.99383  |             382479 |               99.515   |
| (72.0 <-> 90)     |        1864 |        0.484983 |             384343 |              100       |

Frequency Analysis - variable 'LONGITUDE_CIRCLE_IMAGE'
| Interval            |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|---------------------+-------------+-----------------+--------------------+------------------------|
| (-180.0 <-> -144.0] |       33124 |         8.61834 |              33124 |                8.61834 |
| (-144.0 <-> -108.0] |       21185 |         5.512   |              54309 |               14.1303  |
| (-108.0 <-> -72.0]  |       27935 |         7.26825 |              82244 |               21.3986  |
| (-72.0 <-> -36.0]   |       43119 |        11.2189  |             125363 |               32.6175  |
| (-36.0 <-> 0.0]     |       48396 |        12.5919  |             173759 |               45.2094  |
| (0.0 <-> 36.0]      |       51676 |        13.4453  |             225435 |               58.6546  |
| (36.0 <-> 72.0]     |       42231 |        10.9878  |             267666 |               69.6425  |
| (72.0 <-> 108.0]    |       42305 |        11.0071  |             309971 |               80.6496  |
| (108.0 <-> 144.0]   |       39460 |        10.2669  |             349431 |               90.9164  |
| (144.0 <-> 180)     |       34912 |         9.08355 |             384343 |              100       |

Frequency Analysis - variable 'DIAM_CIRCLE_IMAGE'
| Interval               |   Frequency |   Frequency (%) |   Cumulative Freq. |   Cumulative Freq. (%) |
|------------------------+-------------+-----------------+--------------------+------------------------|
| (1.0 <-> 117.322]      |      384160 |    99.9524      |             384160 |                99.9524 |
| (117.322 <-> 233.644]  |         148 |     0.0385073   |             384308 |                99.9909 |
| (233.644 <-> 349.966]  |          24 |     0.00624442  |             384332 |                99.9971 |
| (349.966 <-> 466.288]  |           6 |     0.00156111  |             384338 |                99.9987 |
| (466.288 <-> 582.61]   |           2 |     0.000520369 |             384340 |                99.9992 |
| (582.61 <-> 698.932]   |           1 |     0.000260184 |             384341 |                99.9995 |
| (698.932 <-> 815.254]  |           0 |     0           |             384341 |                99.9995 |
| (815.254 <-> 931.576]  |           0 |     0           |             384341 |                99.9995 |
| (931.576 <-> 1047.898] |           0 |     0           |             384341 |                99.9995 |
| (1047.898 <-> 1164.22) |           2 |     0.000520369 |             384343 |               100      |

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